Veith qualified for his first Indianapolis 500 in 1956, finishing 7th that year to win the Rookie of the Year award. After another top 10 finish the next year, he qualified 4th in 1958 but was knocked out of the race in a first lap accident that killed Pat O'Connor. He competed in the 500 eight more times, with his last start coming in 1968.