Most grocery stores carry fabric dye and some fabric stores or craft stores do too. Welcome to the Stew by the way.
I use something called Rit dye, and it is available at major retail outlets, including grocery, craft, fabric and drug stores. I purchase it at Walgreens usually. Here are some stores in your area: http://www.walgreens.com/storelocator/result.html