They have to be in your checked baggage, unloaded, and declared at the ticket counter, the same as if you were transporting an actual firearm by plane.
Until recently Washington, D.C. had one of the most restrictive gun laws in the world. It was pretty much a complete ban. Interestingly the District of Columbia also has one of the worst crime rates...