The 25-year-old actor posed for a photo with two employees at Joa Green House, which was later posted to the venue's Instagram page with the simple caption, "Say What..."
However, it appears the actor is not the only celebrity to have visited the cafe as a number of other famous faces have also been spotted there, reported E!Online.
According to their website, stars like Kevin Spacey, Miley Cyrus, Rihanna, Lil Wayne, Chris Brown, 50 Cent, Pierce Brosnan, Xzibit, Wu Tang Clan, Gwen Stefani, Limp Bizkit, Busta Rhymes, Burt Reynolds, Woody Harrelson, Alicia Keys, Method Man, Redman and Wesley Snipes have stopped by.