Follow the instructions below to delete an auto-scaling policy:
You will not be allowed to delete auto-scaling polices that are being used by deployed applications. If an autoscaling policy is being used by a deployed application, you will have to first undeploy the application to be able to delete the corresponding auto-scaling policy.