diff --git a/pkg/reconciler/taskrun/resources/taskref.go b/pkg/reconciler/taskrun/resources/taskref.go
index a2b547cdbcc..84da4fd31d9 100644
--- a/pkg/reconciler/taskrun/resources/taskref.go
+++ b/pkg/reconciler/taskrun/resources/taskref.go
@@ -237,10 +237,12 @@ func convertClusterTaskToTask(ctx context.Context, ct v1beta1.ClusterTask) (*v1.
 			Kind:       "Task",
 			APIVersion: "tekton.dev/v1beta1",
 		},
+		// We need to keep ObjectMeta to keep consistent with the existing Task logic.
+		// TaskRun will inherit the original Annotations and Labels information.
+		ObjectMeta: ct.ObjectMeta,
 	}
 
 	t.Spec = ct.Spec
-	t.ObjectMeta.Name = ct.ObjectMeta.Name
 
 	v1Task := &v1.Task{
 		TypeMeta: metav1.TypeMeta{
diff --git a/pkg/reconciler/taskrun/resources/taskref_test.go b/pkg/reconciler/taskrun/resources/taskref_test.go
index 916340d2a6b..6d54f7b748b 100644
--- a/pkg/reconciler/taskrun/resources/taskref_test.go
+++ b/pkg/reconciler/taskrun/resources/taskref_test.go
@@ -198,6 +198,12 @@ func TestLocalTaskRef(t *testing.T) {
 				&v1beta1.ClusterTask{
 					ObjectMeta: metav1.ObjectMeta{
 						Name: "cluster-task",
+						Annotations: map[string]string{
+							"foo": "bar",
+						},
+						Labels: map[string]string{
+							"foo": "bar",
+						},
 					},
 				},
 				&v1beta1.ClusterTask{
@@ -217,6 +223,12 @@ func TestLocalTaskRef(t *testing.T) {
 				},
 				ObjectMeta: metav1.ObjectMeta{
 					Name: "cluster-task",
+					Annotations: map[string]string{
+						"foo": "bar",
+					},
+					Labels: map[string]string{
+						"foo": "bar",
+					},
 				},
 			},
 			wantErr: nil,