diff --git a/test/e2e/autoscaling/horizontal_pod_autoscaling.go b/test/e2e/autoscaling/horizontal_pod_autoscaling.go
index 5e784175a84..9dd853ed642 100644
--- a/test/e2e/autoscaling/horizontal_pod_autoscaling.go
+++ b/test/e2e/autoscaling/horizontal_pod_autoscaling.go
@@ -66,8 +66,7 @@ var _ = SIGDescribe("[HPA] Horizontal pod autoscaling (scale resource: CPU)", fu
 		})
 	})
 
-	// TODO: Get rid of [DisabledForLargeClusters] tag when issue #54637 is fixed.
-	SIGDescribe("[DisabledForLargeClusters] ReplicationController light", func() {
+	SIGDescribe("ReplicationController light", func() {
 		It("Should scale from 1 pod to 2 pods", func() {
 			scaleTest := &HPAScaleTest{
 				initPods:                    1,