diff --git a/cli/command/secret/inspect.go b/cli/command/secret/inspect.go
index 04a5bd8a88..a82a26e4a8 100644
--- a/cli/command/secret/inspect.go
+++ b/cli/command/secret/inspect.go
@@ -9,18 +9,18 @@ import (
 )
 
 type inspectOptions struct {
-	name   string
+	names  []string
 	format string
 }
 
 func newSecretInspectCommand(dockerCli *command.DockerCli) *cobra.Command {
 	opts := inspectOptions{}
 	cmd := &cobra.Command{
-		Use:   "inspect [name]",
+		Use:   "inspect SECRET [SECRET]",
 		Short: "Inspect a secret",
-		Args:  cli.ExactArgs(1),
+		Args:  cli.RequiresMinArgs(1),
 		RunE: func(cmd *cobra.Command, args []string) error {
-			opts.name = args[0]
+			opts.names = args
 			return runSecretInspect(dockerCli, opts)
 		},
 	}
@@ -33,23 +33,13 @@ func runSecretInspect(dockerCli *command.DockerCli, opts inspectOptions) error {
 	client := dockerCli.Client()
 	ctx := context.Background()
 
-	// attempt to lookup secret by name
-	secrets, err := getSecretsByName(ctx, client, []string{opts.name})
+	ids, err := getCliRequestedSecretIDs(ctx, client, opts.names)
 	if err != nil {
 		return err
 	}
-
-	id := opts.name
-	for _, s := range secrets {
-		if s.Spec.Annotations.Name == opts.name {
-			id = s.ID
-			break
-		}
-	}
-
-	getRef := func(name string) (interface{}, []byte, error) {
+	getRef := func(id string) (interface{}, []byte, error) {
 		return client.SecretInspectWithRaw(ctx, id)
 	}
 
-	return inspect.Inspect(dockerCli.Out(), []string{id}, opts.format, getRef)
+	return inspect.Inspect(dockerCli.Out(), ids, opts.format, getRef)
 }
diff --git a/cli/command/secret/remove.go b/cli/command/secret/remove.go
index 44a71ef013..75b4be622b 100644
--- a/cli/command/secret/remove.go
+++ b/cli/command/secret/remove.go
@@ -10,17 +10,17 @@ import (
 )
 
 type removeOptions struct {
-	ids []string
+	names []string
 }
 
 func newSecretRemoveCommand(dockerCli *command.DockerCli) *cobra.Command {
 	return &cobra.Command{
-		Use:   "rm [id]",
+		Use:   "rm SECRET [SECRET]",
 		Short: "Remove a secret",
 		Args:  cli.RequiresMinArgs(1),
 		RunE: func(cmd *cobra.Command, args []string) error {
 			opts := removeOptions{
-				ids: args,
+				names: args,
 			}
 			return runSecretRemove(dockerCli, opts)
 		},
@@ -31,32 +31,14 @@ func runSecretRemove(dockerCli *command.DockerCli, opts removeOptions) error {
 	client := dockerCli.Client()
 	ctx := context.Background()
 
-	// attempt to lookup secret by name
-	secrets, err := getSecretsByName(ctx, client, opts.ids)
+	ids, err := getCliRequestedSecretIDs(ctx, client, opts.names)
 	if err != nil {
 		return err
 	}
 
-	ids := opts.ids
-
-	names := make(map[string]int)
-	for _, id := range ids {
-		names[id] = 1
-	}
-
-	if len(secrets) > 0 {
-		ids = []string{}
-
-		for _, s := range secrets {
-			if _, ok := names[s.Spec.Annotations.Name]; ok {
-				ids = append(ids, s.ID)
-			}
-		}
-	}
-
 	for _, id := range ids {
 		if err := client.SecretRemove(ctx, id); err != nil {
-			return err
+			fmt.Fprintf(dockerCli.Out(), "WARN: %s\n", err)
 		}
 
 		fmt.Fprintln(dockerCli.Out(), id)
diff --git a/cli/command/secret/utils.go b/cli/command/secret/utils.go
index c6e3cb61a2..0134853e09 100644
--- a/cli/command/secret/utils.go
+++ b/cli/command/secret/utils.go
@@ -18,3 +18,30 @@ func getSecretsByName(ctx context.Context, client client.APIClient, names []stri
 		Filters: args,
 	})
 }
+
+func getCliRequestedSecretIDs(ctx context.Context, client client.APIClient, names []string) ([]string, error) {
+	ids := names
+
+	// attempt to lookup secret by name
+	secrets, err := getSecretsByName(ctx, client, ids)
+	if err != nil {
+		return nil, err
+	}
+
+	lookup := make(map[string]struct{})
+	for _, id := range ids {
+		lookup[id] = struct{}{}
+	}
+
+	if len(secrets) > 0 {
+		ids = []string{}
+
+		for _, s := range secrets {
+			if _, ok := lookup[s.Spec.Annotations.Name]; ok {
+				ids = append(ids, s.ID)
+			}
+		}
+	}
+
+	return ids, nil
+}
diff --git a/integration-cli/docker_cli_secret_inspect_test.go b/integration-cli/docker_cli_secret_inspect_test.go
new file mode 100644
index 0000000000..0985a2bd59
--- /dev/null
+++ b/integration-cli/docker_cli_secret_inspect_test.go
@@ -0,0 +1,68 @@
+// +build !windows
+
+package main
+
+import (
+	"encoding/json"
+
+	"github.com/docker/docker/api/types/swarm"
+	"github.com/docker/docker/pkg/integration/checker"
+	"github.com/go-check/check"
+)
+
+func (s *DockerSwarmSuite) TestSecretInspect(c *check.C) {
+	d := s.AddDaemon(c, true, true)
+
+	testName := "test_secret"
+	id := d.createSecret(c, swarm.SecretSpec{
+		swarm.Annotations{
+			Name: testName,
+		},
+		[]byte("TESTINGDATA"),
+	})
+	c.Assert(id, checker.Not(checker.Equals), "", check.Commentf("secrets: %s", id))
+
+	secret := d.getSecret(c, id)
+	c.Assert(secret.Spec.Name, checker.Equals, testName)
+
+	out, err := d.Cmd("secret", "inspect", testName)
+	c.Assert(err, checker.IsNil, check.Commentf(out))
+
+	var secrets []swarm.Secret
+	c.Assert(json.Unmarshal([]byte(out), &secrets), checker.IsNil)
+	c.Assert(secrets, checker.HasLen, 1)
+}
+
+func (s *DockerSwarmSuite) TestSecretInspectMultiple(c *check.C) {
+	d := s.AddDaemon(c, true, true)
+
+	testNames := []string{
+		"test0",
+		"test1",
+	}
+	for _, n := range testNames {
+		id := d.createSecret(c, swarm.SecretSpec{
+			swarm.Annotations{
+				Name: n,
+			},
+			[]byte("TESTINGDATA"),
+		})
+		c.Assert(id, checker.Not(checker.Equals), "", check.Commentf("secrets: %s", id))
+
+		secret := d.getSecret(c, id)
+		c.Assert(secret.Spec.Name, checker.Equals, n)
+
+	}
+
+	args := []string{
+		"secret",
+		"inspect",
+	}
+	args = append(args, testNames...)
+	out, err := d.Cmd(args...)
+	c.Assert(err, checker.IsNil, check.Commentf(out))
+
+	var secrets []swarm.Secret
+	c.Assert(json.Unmarshal([]byte(out), &secrets), checker.IsNil)
+	c.Assert(secrets, checker.HasLen, 2)
+}