diff --git a/test/e2e/e2e_test.go b/test/e2e/e2e_test.go
index 736d19f894..b21f02d862 100644
--- a/test/e2e/e2e_test.go
+++ b/test/e2e/e2e_test.go
@@ -1822,6 +1822,7 @@ func getCurrentPodNames(ctx context.Context, clientSet clientset.Interface, name
 
 	names := []string{}
 	for _, item := range podList.Items {
+		fmt.Printf("pod: %v, status: %v, second: %v\n", item.Name, item.Status.Phase, item.DeletionGracePeriodSeconds)
 		names = append(names, item.Name)
 	}
 	return names
diff --git a/test/e2e/e2e_toomanyrestarts_test.go b/test/e2e/e2e_toomanyrestarts_test.go
index e48bb4413d..2e30db94a2 100644
--- a/test/e2e/e2e_toomanyrestarts_test.go
+++ b/test/e2e/e2e_toomanyrestarts_test.go
@@ -141,6 +141,12 @@ func TestTooManyRestarts(t *testing.T) {
 			policy:                  tooManyRestartsPolicy(testNamespace.Name, 3, true, 0),
 			expectedEvictedPodCount: 4,
 		},
+		{
+			name:                    "test-one-evictions-use-gracePeriodSeconds",
+			policy:                  tooManyRestartsPolicy(testNamespace.Name, 3, true, 15),
+			enableGracePeriod:       true,
+			expectedEvictedPodCount: 4,
+		},
 	}
 	for _, tc := range tests {
 		t.Run(tc.name, func(t *testing.T) {
@@ -198,12 +204,43 @@ func TestTooManyRestarts(t *testing.T) {
 			if len(deschedulerPods) != 0 {
 				deschedulerPodName = deschedulerPods[0].Name
 			}
+
+			// Check if grace period is enabled and wait accordingly
+			if tc.enableGracePeriod {
+				// Ensure no pods are evicted during the grace period
+				// Wait for 12 seconds to ensure that the pods are not evicted during the grace period
+				// We do not want to use an extreme waiting time, such as 15 seconds,
+				// because the grace period is set to 30 seconds.
+				// In order to avoid unnecessary flake failures,
+				// we only need to make sure that the pod is not evicted within a certain range.
+				duration := time.Duration(12) * time.Second
+				t.Logf("Waiting for grace period of %v seconds", duration)
+				ctx, cancel := context.WithTimeout(context.Background(), duration)
+				defer cancel()
+				var gracePeriodCheck bool
+				for !gracePeriodCheck {
+					select {
+					case <-ctx.Done():
+						t.Logf("Grace period timeout reached.")
+						gracePeriodCheck = true
+					default:
+						currentRunNames := sets.NewString(getCurrentPodNames(ctx, clientSet, testNamespace.Name, t)...)
+						t.Logf("preRunNames: %v, currentRunNames: %v\n", preRunNames.List(), currentRunNames.List())
+
+						// Check if any pods were evicted
+						if diff := preRunNames.Len() - currentRunNames.Len(); diff > 0 {
+							t.Fatalf("Expected no pods to be evicted, but found %d pods evicted.", diff)
+						}
+						<-time.After(2 * time.Second)
+					}
+				}
+			}
 			// Run RemovePodsHavingTooManyRestarts strategy
-			if err := wait.PollUntilContextTimeout(ctx, 1*time.Second, 50*time.Second, true, func(ctx context.Context) (bool, error) {
-				currentRunNames := sets.NewString(getCurrentPodNames(ctx, clientSet, testNamespace.Name, t)...)
-				actualEvictedPod := preRunNames.Difference(currentRunNames)
+			if err := wait.PollUntilContextTimeout(ctx, 5*time.Second, 120*time.Second, true, func(ctx context.Context) (bool, error) {
+				currentRunNames1 := sets.NewString(getCurrentPodNames(ctx, clientSet, testNamespace.Name, t)...)
+				actualEvictedPod := preRunNames.Difference(currentRunNames1)
 				actualEvictedPodCount := uint(actualEvictedPod.Len())
-				t.Logf("preRunNames: %v, currentRunNames: %v, actualEvictedPodCount: %v\n", preRunNames.List(), currentRunNames.List(), actualEvictedPodCount)
+				t.Logf("preRunNames: %v, currentRunNames: %v, actualEvictedPodCount: %v\n", preRunNames.List(), currentRunNames1.List(), actualEvictedPodCount)
 				if actualEvictedPodCount < tc.expectedEvictedPodCount {
 					t.Logf("Expecting %v number of pods evicted, got %v instead", tc.expectedEvictedPodCount, actualEvictedPodCount)
 					return false, nil