Rajesh was born in Visakhapatnam as Babu. His father is a retired telecom employee and his mother is a homemaker. He studied MBA and worked in Wipro in Vizag for a brief period of time. He got transferred to Hyderabad as part of his job, which is when he sought opportunities for acting in Telugu films.