Bhagat married Niru Shanti Bhagat. Jharkhand Water Resources minister and party leader Chandraprakash Choudhary and party president Sudesh Mahto attended the marriage ceremony solemnised in Lohardaga, from where Bhagat had won the Assembly elections in 2009 and 2014 as a Ajsu candidate.
Obtaining bail from the High Court, Bhagat had appealed against the seven-year-sentence awarded to him by a lower court in connection with an attack on a Ranchi-based doctor in 1993.
His conviction has led to his disqualification from the Assembly membership this term, leaving the seat vacant.