He was born in 23th October 1967, in Madaripur District, Bangladesh. His mother Jyotirmoyee Bagchi is a housewife and his father Tustocharan Bagchi was grduated from the University of Dhaka and served the nation as a gazetted officer. Bagchi's wife Keya Bala is a member of BCS (general education) cadre service. They are the parents of Tuneer Bagchi & Dwitiya Bagchi Chhuti.