Spirit Halloween (a Spencer Gifts subsidiary) is currently set up where Sunny’s Surplus used to be (1003 W Patrick St, Frederick).

They’ve got a decent selection of costumes and Halloween-themed accessories and decorations. They’re a bit pricey, so you’ll definitely want to take a coupon with you when you go.