Sharma was born on 30 April 1987 in Bansod, Nagpur, Maharashtra. His mother Purnima Sharma is from Visakhapatnam. His father Gurunath Sharma worked as a caretaker of a transport firm storehouse. Sharma was raised by his grandparents and uncles in Borivali because of his father's low income. He would visit his parents, who lived in a single-room house in Dombivli, only during weekends. He has a younger brother, Vishal Sharma.