diff --git a/charts/tidb-operator/templates/config/_scheduler-config-yaml.tpl b/charts/tidb-operator/templates/config/_scheduler-config-yaml.tpl
index 9470c61b2d..d6d008fa3f 100644
--- a/charts/tidb-operator/templates/config/_scheduler-config-yaml.tpl
+++ b/charts/tidb-operator/templates/config/_scheduler-config-yaml.tpl
@@ -1,3 +1,24 @@
+{{- if semverCompare ">=1.23.0-0" .Capabilities.KubeVersion.GitVersion }}
+apiVersion: kubescheduler.config.k8s.io/v1beta2
+kind: KubeSchedulerConfiguration
+leaderElection:
+  leaderElect: true
+  resourceNamespace: {{ .Release.Namespace }}
+  {{- if eq .Values.appendReleaseSuffix true}}
+  resourceName: {{ .Values.scheduler.schedulerName }}-{{.Release.Name}}
+  {{- else }}
+  resourceName: {{ .Values.scheduler.schedulerName }}
+  {{- end }}
+profiles:
+  - schedulerName: tidb-scheduler
+extenders:
+  - urlPrefix: http://127.0.0.1:10262/scheduler
+    filterVerb: filter
+    preemptVerb: preempt
+    weight: 1
+    enableHTTPS: false
+    httpTimeout: 30s
+{{- else }}
 apiVersion: kubescheduler.config.k8s.io/v1beta1
 kind: KubeSchedulerConfiguration
 leaderElection:
@@ -19,3 +40,4 @@ extenders:
     weight: 1
     enableHTTPS: false
     httpTimeout: 30s
+{{- end }}
diff --git a/charts/tidb-operator/templates/scheduler-deployment.yaml b/charts/tidb-operator/templates/scheduler-deployment.yaml
index 81ac4a1649..d27872620e 100644
--- a/charts/tidb-operator/templates/scheduler-deployment.yaml
+++ b/charts/tidb-operator/templates/scheduler-deployment.yaml
@@ -69,11 +69,11 @@ spec:
 {{ toYaml .Values.scheduler.resources | indent 12 }}
         command:
         - kube-scheduler
-        - --port=10261
         - --v={{ .Values.scheduler.logLevel }}
         {{- if $lgK8sV119 }}
         - --config=/etc/kubernetes/scheduler-config.yaml
         {{- else }}
+        - --port=10261
         - --leader-elect=true
         - --lock-object-namespace={{ .Release.Namespace }}
         - --policy-configmap-namespace={{ .Release.Namespace }}