Stanton was born in West Irvine, Kentucky, to Ersel (Moberly), a cook, and Sheridan Harry Stanton, a barber and tobacco farmer. He lived in Lexington, Kentucky and graduated from Lafayette Senior High School with the class of 1944. Drafted into the Navy, he served as a cook in the U.S. Navy during World War II, and was on board an LST during the ...