Kumar was inspired to take up wrestling by his father, himself a wrestler, and his cousin Sandeep. Sandeep later stopped competing as the family could only support one wrestler. Kumar trained in pehlwani wrestling at the akhada (wrestling school) in the Chhatrasal Stadium from the age of 14.