The memorable win was Wigan's first over United in their history.
"We will not get relegated and we will not be going back in the bottom three," Whelan told reporters. "The spirit in our camp is unbelievably high. Prior to this, we had beaten everyone in the Premier League except Manchester United. What a night to do it on."
Wigan continue their battle against the drop on Monday when they travel to Arsenal.