Yes. It is a federal crime for any person to steal any explosive materials. It is also a federal crime for any person to receive, possess, transport, ship, conceal, store, barter, sell, dispose of, or pledge or accept as security for a loan any stolen explosive materials.
[18 U.S.C. 842(h), 844(k), (l)]