Eugene Scott began his military career as a basic airman at Lackland Air Force Base, Texas, in November 1948, entering the aviation cadet program in March 1949. After attending training at Randolph and Ellington Air Force bases, Texas, he graduated as a second lieutenant, navigator, in October 1950. He retired in 1979 as a U.S. Air Force Brigadier General.