It's not midtown, but Bangkok Center Grocery on Moscoe has them, along with all kinds of other hard to find Thai ingredients. For what it's worth, I've seen what I think are also thai chilis in other chinatown markets, including the one on the south side of Bayard between Mott and Mulberry.