This is probably the best place to rent costumes. I don't think there are any other locations in town.
Be sure to call ahead if you know exactly what you want to reserve it if it is coming close to a holiday. They do tend to run out.
There are other novelty items you can purchase at the store (panty hose, glasses, pins, wigs, etc).
They definately fit the adult dress-up category!