diff --git a/charts/karmada/templates/karmada-controller-manager.yaml b/charts/karmada/templates/karmada-controller-manager.yaml
index 1d042137770d..94713f1f0bfe 100644
--- a/charts/karmada/templates/karmada-controller-manager.yaml
+++ b/charts/karmada/templates/karmada-controller-manager.yaml
@@ -53,9 +53,6 @@ spec:
             - /bin/karmada-controller-manager
             - --kubeconfig=/etc/kubeconfig
             - --bind-address=0.0.0.0
-            {{- if .Values.controllerManager.config.controllers }}
-            - --controllers={{ .Values.controllerManager.config.controllers }}
-            {{- end }}
             - --cluster-status-update-frequency=10s
             - --secure-port=10357
             - --leader-elect-resource-namespace={{ include "karmada.namespace" . }}
diff --git a/charts/karmada/templates/kube-controller-manager.yaml b/charts/karmada/templates/kube-controller-manager.yaml
index 285edc240b61..2bc7b22e1e31 100644
--- a/charts/karmada/templates/kube-controller-manager.yaml
+++ b/charts/karmada/templates/kube-controller-manager.yaml
@@ -53,7 +53,7 @@ spec:
             - --cluster-name=karmada
             - --cluster-signing-cert-file=/etc/karmada/pki/server-ca.crt
             - --cluster-signing-key-file=/etc/karmada/pki/server-ca.key
-            - --controllers={{ .Values.kubeControllerManager.config.controllers }}
+            - --controllers={{ .Values.kubeControllerManager.controllers }}
             - --kubeconfig=/etc/kubeconfig
             - --leader-elect=true
             - --node-cidr-mask-size=24
diff --git a/charts/karmada/values.yaml b/charts/karmada/values.yaml
index 3ca77d9c3060..f3466f0cf3b8 100644
--- a/charts/karmada/values.yaml
+++ b/charts/karmada/values.yaml
@@ -268,9 +268,7 @@ controllerManager:
     ##   - myRegistryKeySecretName
     ##
     pullSecrets: []
-  ## @param controllerManager.config.controllers the controllers launched by the manager.
-  config:
-    controllers: ""
+
   ## @param controllerManager.resources resource quota of the karmada-controller-manager
   resources: {}
     # If you do want to specify resources, uncomment the following
@@ -473,9 +471,7 @@ kubeControllerManager:
     ##   - myRegistryKeySecretName
     ##
     pullSecrets: []
-  ## @param kubeControllerManager.config.controllers the controllers launched by the kubernetes manager.
-  config:
-    controllers: namespace,garbagecollector,serviceaccount-token,ttl-after-finished,bootstrapsigner,csrapproving,csrcleaner,csrsigning
+
   ## @param kubeControllerManager.resources resource quota of the kube-controller-manager
   resources:
     # If you do want to specify resources, uncomment the following
@@ -500,6 +496,7 @@ kubeControllerManager:
     rollingUpdate:
       maxUnavailable: 0
       maxSurge: 50%
+  controllers: namespace,garbagecollector,serviceaccount-token,ttl-after-finished,bootstrapsigner,csrapproving,csrcleaner,csrsigning
 
 ## etcd config
 etcd: