It is located in the alley where those arrows led him there. Bandit Keith is in there. Bakura Ryou went in the warehouse and commands his Millennium Ring to set Keith's mind free and knocked him over. Keith sets it on fire when Yugi came weak. The boys got Yugi out with the Millennium Puzzle just in time.