diff --git a/pkg/manager/member/utils.go b/pkg/manager/member/utils.go
index b68197167b..ee251127b6 100644
--- a/pkg/manager/member/utils.go
+++ b/pkg/manager/member/utils.go
@@ -155,6 +155,10 @@ func imagePullFailed(pod *corev1.Pod) bool {
 	return false
 }
 
+func MemberPodName(tcName string, ordinal int32, memberType v1alpha1.MemberType) string {
+	return fmt.Sprintf("%s-%s-%d", tcName, memberType.String(), ordinal)
+}
+
 func TikvPodName(tcName string, ordinal int32) string {
 	return fmt.Sprintf("%s-%d", controller.TiKVMemberName(tcName), ordinal)
 }
diff --git a/pkg/webhook/pod/pd_deleter.go b/pkg/webhook/pod/pd_deleter.go
index 6b1a3fc6be..56f5e00a02 100644
--- a/pkg/webhook/pod/pd_deleter.go
+++ b/pkg/webhook/pod/pd_deleter.go
@@ -15,6 +15,7 @@ package pod
 
 import (
 	"github.com/pingcap/tidb-operator/pkg/apis/pingcap/v1alpha1"
+	"github.com/pingcap/tidb-operator/pkg/label"
 	pdutil "github.com/pingcap/tidb-operator/pkg/manager/member"
 	operatorUtils "github.com/pingcap/tidb-operator/pkg/util"
 	"github.com/pingcap/tidb-operator/pkg/webhook/util"
@@ -27,11 +28,25 @@ func (pc *PodAdmissionControl) admitDeletePdPods(payload *admitPayload) *admissi
 
 	name := payload.pod.Name
 	namespace := payload.pod.Namespace
-	isInOrdinal, err := operatorUtils.IsPodOrdinalNotExceedReplicas(payload.pod, payload.ownerStatefulSet)
+	ordinal, err := operatorUtils.GetOrdinalFromPodName(name)
 	if err != nil {
 		return util.ARFail(err)
 	}
-	ordinal, err := operatorUtils.GetOrdinalFromPodName(name)
+
+	// If the pd pod is deleted by restarter, it is necessary to check former pd restart status
+	if _, exist := payload.pod.Annotations[label.AnnPodDeferDeleting]; exist {
+		existed, err := checkFormerPodRestartStatus(pc.kubeCli, v1alpha1.PDMemberType, payload.tc, namespace, ordinal, *payload.ownerStatefulSet.Spec.Replicas)
+		if err != nil {
+			return util.ARFail(err)
+		}
+		if existed {
+			return &admission.AdmissionResponse{
+				Allowed: false,
+			}
+		}
+	}
+
+	isInOrdinal, err := operatorUtils.IsPodOrdinalNotExceedReplicas(payload.pod, payload.ownerStatefulSet)
 	if err != nil {
 		return util.ARFail(err)
 	}
diff --git a/pkg/webhook/pod/tikv_deleter.go b/pkg/webhook/pod/tikv_deleter.go
index c153af1ecc..00ef3771a2 100644
--- a/pkg/webhook/pod/tikv_deleter.go
+++ b/pkg/webhook/pod/tikv_deleter.go
@@ -50,6 +50,23 @@ func (pc *PodAdmissionControl) admitDeleteTiKVPods(payload *admitPayload) *admis
 	name := pod.Name
 	namespace := pod.Namespace
 	tcName := tc.Name
+	ordinal, err := operatorUtils.GetOrdinalFromPodName(name)
+	if err != nil {
+		return util.ARFail(err)
+	}
+
+	// If the tikv pod is deleted by restarter, it is necessary to check former tikv restart status
+	if _, exist := payload.pod.Annotations[label.AnnPodDeferDeleting]; exist {
+		existed, err := checkFormerPodRestartStatus(pc.kubeCli, v1alpha1.TiKVMemberType, payload.tc, namespace, ordinal, *payload.ownerStatefulSet.Spec.Replicas)
+		if err != nil {
+			return util.ARFail(err)
+		}
+		if existed {
+			return &admission.AdmissionResponse{
+				Allowed: false,
+			}
+		}
+	}
 
 	storesInfo, err := pdClient.GetStores()
 	if err != nil {
diff --git a/pkg/webhook/pod/util.go b/pkg/webhook/pod/util.go
index a6c41686d2..55021535a6 100644
--- a/pkg/webhook/pod/util.go
+++ b/pkg/webhook/pod/util.go
@@ -138,3 +138,19 @@ func getOwnerStatefulSetForTiDBComponent(pod *core.Pod, kubeCli kubernetes.Inter
 	}
 	return kubeCli.AppsV1().StatefulSets(namespace).Get(ownerStatefulSetName, meta.GetOptions{})
 }
+
+// checkFormerPodRestartStatus checks whether there are any former pod is going to be restarted
+// return true if existed
+func checkFormerPodRestartStatus(kubeCli kubernetes.Interface, memberType v1alpha1.MemberType, tc *v1alpha1.TidbCluster, namespace string, ordinal int32, replicas int32) (bool, error) {
+	for i := replicas - 1; i > ordinal; i-- {
+		podName := memberUtil.MemberPodName(tc.Name, i, memberType)
+		pod, err := kubeCli.CoreV1().Pods(namespace).Get(podName, meta.GetOptions{})
+		if err != nil {
+			return false, err
+		}
+		if _, existed := pod.Annotations[label.AnnPodDeferDeleting]; existed {
+			return true, nil
+		}
+	}
+	return false, nil
+}