Patton was born on November 11, 1885 in San Gabriel, California. Patton was married to Beatrice Banning Ayer from 1910 until his death in 1945. They had a son. Patton died on December 21, 1945 after a car crash in Heidelberg, Germany, aged 60. He was later buried at American Cemetery and Memorial in Luxembourg City, Luxembourg. 