Rundle was born in Orleans, Nebraska in 1915. He attended University of Nebraska  where he completed a bachelor of science in 1937 and a master's degree in 1938. He completed a Ph.D. in 1941 at the California Institute of Technology. His advisors were Linus Pauling and J. Holmes Sturdivant.