Over the decades after his victory, Rathmann was a regular visitor to the Indianapolis Motor Speedway during the month of May each year. He drove the pace car several times. However, he missed the 100th anniversary celebration in 2011 due to failing health. Rathmann died on November 23, 2011. He had reportedly suffered a seizure at his home days earlier and died at a hospice center in Melbourne, Florida.