The 27-year-old singer-songwriter was embroiled in the scuffle when the venue's in-house photographers kept trying to take pictures of him, reported TMZ.
The photographer claimed when he tried to take a crowd shot with Brown in the DJ booth, the singer jumped over a couch and punched him in the face.
The photographer also added that Brown has caused him to suffer from a painful jaw, as well as a split lip, and he is reportedly seeking medical attention.
Tampa Police Department said that they are looking into the matter.