Dole graduated from Russell High School in the spring of 1941 and went to the University of Kansas. While at the University of Kansas, Dole played for the basketball team, the track team, and the football team. In 1942 he was a teammate of former Tennessee Titans owner Bud Adams, Adams's only season playing football at Kansas. While in college, Dole joined the Kappa Sigma fraternity. 