diff --git a/pkg/karmadactl/cmdinit/cmdinit.go b/pkg/karmadactl/cmdinit/cmdinit.go
index ca9b35b87..4a264beaf 100644
--- a/pkg/karmadactl/cmdinit/cmdinit.go
+++ b/pkg/karmadactl/cmdinit/cmdinit.go
@@ -53,6 +53,7 @@ func NewCmdInit(cmdOut io.Writer, parentCommand string) *cobra.Command {
 	flags.StringVarP(&opts.Namespace, "namespace", "n", "karmada-system", "Kubernetes namespace")
 	flags.StringVar(&opts.StorageClassesName, "storage-classes-name", "", "Kubernetes StorageClasses Name")
 	flags.StringVar(&opts.KubeConfig, "kubeconfig", "", "absolute path to the kubeconfig file")
+	flags.StringVar(&opts.Context, "context", "", "The name of the kubeconfig context to use")
 	// etcd
 	flags.StringVarP(&opts.EtcdStorageMode, "etcd-storage-mode", "", "emptyDir",
 		"etcd data storage mode(emptyDir,hostPath,PVC). value is PVC, specify --storage-classes-name")
diff --git a/pkg/karmadactl/cmdinit/karmada/deploy.go b/pkg/karmadactl/cmdinit/karmada/deploy.go
index 75ae837dd..4b2f9469a 100644
--- a/pkg/karmadactl/cmdinit/karmada/deploy.go
+++ b/pkg/karmadactl/cmdinit/karmada/deploy.go
@@ -33,7 +33,7 @@ const (
 
 // InitKarmadaResources Initialize karmada resource
 func InitKarmadaResources(dir, caBase64, systemNamespace string) error {
-	restConfig, err := utils.RestConfig(filepath.Join(dir, options.KarmadaKubeConfigName))
+	restConfig, err := utils.RestConfig("", filepath.Join(dir, options.KarmadaKubeConfigName))
 	if err != nil {
 		return err
 	}
diff --git a/pkg/karmadactl/cmdinit/kubernetes/deploy.go b/pkg/karmadactl/cmdinit/kubernetes/deploy.go
index 438273287..0a2b21a79 100644
--- a/pkg/karmadactl/cmdinit/kubernetes/deploy.go
+++ b/pkg/karmadactl/cmdinit/kubernetes/deploy.go
@@ -61,6 +61,7 @@ type CommandInitOption struct {
 	KarmadaAggregatedAPIServerReplicas int32
 	Namespace                          string
 	KubeConfig                         string
+	Context                            string
 	StorageClassesName                 string
 	KarmadaDataPath                    string
 	CRDs                               string
@@ -105,7 +106,7 @@ func (i *CommandInitOption) Complete() error {
 		}
 	}
 
-	restConfig, err := utils.RestConfig(i.KubeConfig)
+	restConfig, err := utils.RestConfig(i.Context, i.KubeConfig)
 	if err != nil {
 		return err
 	}
diff --git a/pkg/karmadactl/cmdinit/utils/kubeclient.go b/pkg/karmadactl/cmdinit/utils/kubeclient.go
index 9a392e94b..312e209ce 100644
--- a/pkg/karmadactl/cmdinit/utils/kubeclient.go
+++ b/pkg/karmadactl/cmdinit/utils/kubeclient.go
@@ -9,18 +9,23 @@ import (
 )
 
 // RestConfig  Kubernetes kubeconfig
-func RestConfig(kubeconfigPath string) (*rest.Config, error) {
-	config, err := clientcmd.BuildConfigFromFlags("", kubeconfigPath)
+func RestConfig(context, kubeconfigPath string) (*rest.Config, error) {
+	pathOptions := clientcmd.NewDefaultPathOptions()
+
+	loadingRules := *pathOptions.LoadingRules
+	loadingRules.Precedence = pathOptions.GetLoadingPrecedence()
+	loadingRules.ExplicitPath = kubeconfigPath
+	overrides := &clientcmd.ConfigOverrides{
+		CurrentContext: context,
+	}
+	clientConfig := clientcmd.NewNonInteractiveDeferredLoadingClientConfig(&loadingRules, overrides)
+
+	restConfig, err := clientConfig.ClientConfig()
 	if err != nil {
 		return nil, err
 	}
-	config.QPS = float32(5.000000)
-	config.Burst = 10
-	config.ContentType = "application/json"
-	config.AcceptContentTypes = "application/json"
-	config.UserAgent = rest.DefaultKubernetesUserAgent()
 
-	return config, err
+	return restConfig, err
 }
 
 // NewClientSet Kubernetes ClientSet