there is "Hydroponics and Homebrew too" out in queens. I havent been but I hear the brewing supplies are in one corner of the store, its good if you need something in a pinch but you might not find, or have to substitute some of your ingredients.
I usually mail order either from northern brewer and get yeast from diybrewing.com (standard shipping gets to me the next day)