"Josh dressed as taboo. Josh actually won the costume contest. I'm not kidding you, he was Taboo. It was hilarious. Taboo dressed him. He gave him the costume!" Fergie's husband Josh Duhamel won a Halloween fancy dress contest in October (10) by disguising himself as her Black Eyed Peas bandmate TABOO.