Born at a time when his father, Lieutenant Colonel Everett Darius Barlow, was serving with the American Forces in France, Barlow spent much of his youth at Fort Benning, Georgia, where his father was stationed but also moved from army post to army post in his earliest years. As a result, he never received much formal schooling but he was a brilliant youth and pursued his education on his own. Around 1932 Col. Barlow received a medical discharge, retired on disability from the army and settled his wife (Bernice Barlow) and son in the small town of DeLand, in central Florida where he built a lakeside homestead.