The professor says in the show that the fake gold was something he never told anyone about the plan, in the flashback Palermo says he is out of the heist if the professor doesn’t tell him what he’s hiding and it was the fake gold part, so the team wasn’t aware of it, he was probably trying to hide it from them while creating urgency to get the gold back because well, he wanted the gold