Davis attended Morton High School in Morton, Texas. Davis then attended Harding College in Searcy, Arkansas. After obtaining a degree, he returned to Texas.
Davis was born in Dublin, Texas, on December 1, 1920. He was the seventh of nine children born to George Davis Sr. and Pearl Love Davis. During his childhood, Davis also briefly lived in Maple, Texas.