diff --git a/pkg/cmd/server/start/start_kube_controller_manager.go b/pkg/cmd/server/start/start_kube_controller_manager.go
index f45e70a1f997..57f00ff8b80a 100644
--- a/pkg/cmd/server/start/start_kube_controller_manager.go
+++ b/pkg/cmd/server/start/start_kube_controller_manager.go
@@ -49,9 +49,15 @@ func kubeControllerManagerAddFlags(cmserver *controlleroptions.CMServer) func(fl
 	}
 }
 
-func newKubeControllerManager(kubeconfigFile, saPrivateKeyFile, saRootCAFile, podEvictionTimeout, recyclerImage string, dynamicProvisioningEnabled bool, cmdLineArgs map[string][]string) (*controlleroptions.CMServer, []func(), error) {
-	if cmdLineArgs == nil {
-		cmdLineArgs = map[string][]string{}
+func newKubeControllerManager(kubeconfigFile, saPrivateKeyFile, saRootCAFile, podEvictionTimeout, recyclerImage string, dynamicProvisioningEnabled bool, controllerArgs map[string][]string) (*controlleroptions.CMServer, []func(), error) {
+	cmdLineArgs := map[string][]string{}
+	// deep-copy the input args to avoid mutation conflict.
+	for k, v := range controllerArgs {
+		newVal := []string{}
+		for _, item := range v {
+			newVal = append(newVal, item)
+		}
+		cmdLineArgs[k] = newVal
 	}
 	cleanupFunctions := []func(){}