Investigators say the bathroom, located next to M&T Bank Stadium, caught fire around 3 p.m. Sunday afternoon.
When emergency crews arrived on the scene they saw a man run out of one of the stalls.
They say the man immediately collapsed and was pronounced dead at the scene.
Officials are still trying to figure out what caused the blaze.