 Stemmons attended public schools in Illinois and Dallas, Texas.He graduated from Sunset High School in Dallas in 1927 and attended Washington and Lee University, where he received a football injury that prevented his service in World War II.He joined his father's company, Industrial Properties Corporation, in 1931.