Gokhale had two wives. The first wife had two children. Their first child died early. Their other son, Gopal was killed during the Battle of Ashti. He did not have any children with his second wife Yamunabai. She went to Satara after her husband's death. He was also a great-uncle of Dwarka Gokhale, wife of Chandrashekhar Agashe.