In 1912 and again in 1914, DePalma won the Elgin Trophy at Elgin, Illinois and in 1914 he scored what he called his greatest victory when he beat Barney Oldfield to capture the Vanderbilt Cup on the roads of Santa Monica, California. He entered the 1914 Indianapolis 500 and qualified, but withdrew before the race claiming he felt his engine could not survive the race.