Minutes before Jim Thorpe, pictured here on July 23, 1912, was supposed to compete in the Olympics, his shoes went missing. (If you look closely, you can see he's wearing mismatched shoes.)
Thorpe got a too-small shoe from one teammate, and found another in the trash. Nevertheless, he won the gold medal in the decathlon.