 Leonard married Dorothy Payne Whitney in September 1925.They had two children.He was the stepfather of racing driver and aviator Whitney Straight (1912-1979), actress Beatrice Straight (1914–2001) and writer and KGB spy Michael Whitney Straight (1916–2004).