Sinha was born in Patna, Bihar, to Bhubaneswari Prasad Sinha and Shyama Devi Sinha. He is the youngest of four brothers – Ram, Lakshman, Bharat and himself. He graduated from Patna Science College with a Bachelor of Science. He had a Diploma in Acting from the Film and Television Institute of India Pune.