Scott Plank, brother of Under Armour founder Kevin Plank, transformed an abandoned building into the new establishment.
The restaurant, bar and music venue had set up shop in College Park for more than two years.
The Maryland health department is investigating.
The location under The Varsity has closed permanently.
The new vendor was originally set to be announced in March and open in August.