Norman Spencer graduated from the U.S. Military Academy at West Point, Class of 1936. After serving in the Army Air Forces in World War II, he transferred to the U.S. Air Force when it became a separate branch of service in 1947. He retired in 1965 as a U.S. Air Force Brigadier General.