Rathmann was the elder brother of 1960 Indianapolis 500 winner Jim Rathmann. The two switched names in 1946 so his younger brother could enter a race while underage. For what was supposed to be a short time, he adopted the name "Dick" and his brother adopted the name "Jim". The change stuck for life.