Kumar started training in pehlwani at the Chhatrasal Stadium's akhada at the age of 14. He was trained at the akhada by Yashvir and Ramphal, later by Arjuna awardee Satpal and then at the Indian Railways camp by Gyan Singh and Rajkumar Baisla Gurjar.
