Radio shack will give you the greatest selection. You could even order them online if you don't mind waiting. Look for adapters with the highest output amperage rating. If you can, find one in the 2-5A range. You can run 5 or more fans with that.
You can also use an old computer power supply with some minor modification to power as many fans as you need.