In 1942, he married Anne Henry, a nurse at Katunguru dispensary which was, at that time, supervised by the Africa Inland Mission. Their marriage was blessed with several children: Daisy Kabula, Mary-Louse Butogwa, Samuel, Deborah, Betty, Sporah, Ruth, Esther and Phanuel.
Mwaka 1942, Daudi Shushu alimwoa Anna Henry, muuguzi katika zahanati ya Katunguru, ambayo ilikuwa, wakati huo, ikiangaliwa na Africa Inland Mission (AIM).