What I found that I did not enable the safe mode before restarting my kerberized cluster and hence it failed to start gracefully. In fact the cluster did not come up completely and shown many errors during services restart. I replicated the issue in another small cluster and using the safe mode before restarting the cluster solved the issue. Many thanks for pointing the other requisites and documentations.Kudos!!