If you don't ventilate the closed space, eventually it will heat up and even with an auxillary fan, you will be circulating warm air.
Envision the closet as a server rack. You might want to think about ventilating the closet. If there is space under the door, you could use a small tabletop fan to pull air into the closet and put a passive grill up through the ceiling to let the air escape.