Train was born in Jamestown, Rhode Island on June 4, 1920. Train studied at Princeton University and at Columbia University. Train was married to Aileen Train until his death in 2012. Train died on September 17, 2012 in his ranch in Bozman, Maryland from natural causes, aged 92.