He also represented Victoria on the Australian Cricket Board, and was president of the Melbourne Cricket Club from 1933 to 1941. Mitchell was a devout Anglican, and served as chancellor of the Anglican Diocese of Melbourne from 1910 until his death. He was a supporter of the Nationalist Party, and in 1918 contested the preselection process for the Flinders by-election.