Anurag Thakur married Shefali Thakur, daughter of former Himachal Pradesh minister Gulab Singh Thakur, in 2002. The couple have two sons. His younger brother, Arun Dhumal, is a cricket administrator and has served as chairman of the Indian Premier League.