As soon as they step through the door they're greeted by a statue of the Mad Hatter pouring a tea pot ... by side in their stripy jerseys and bow ties, and playing cards hang from the ceiling.

While at the Casamigos Halloween Party in Beverly Hills, the Olympic stud did his best impersonation of The Mad Hatter as his lady ... a black bow and a wand to complete her look.