Reports say dozens of attackers stormed the building.
The fighting apparently lasted for 90 minutes, and the rebels stole vehicles and weapons.
Meanwhile, thousands of American troops are waiting for orders to attack Falluja, west of Baghdad.
It's one of the rebels main cities, and the US want to drive them out.
Residents have been told to leave the city in preparation for the attack.