Ramvir Singh Bidhuri was born on 4 December 1952 in Tughlakabad village, Delhi, to Chaudhary Ramphal and Shanti Devi. He studied political science at the University of Delhi and joined the Akhil Bharatiya Vidyarthi Parishad as a student activist in 1970. In the 1970s he was active in local bodies in Tughlakabad, including the Gram Sabha Samiti.