The club confirmed the incident on its Facebook page Monday and apologised to patrons.
The event hosted by Brown was one of several in Florida over the Easter period.
Brown, singer of the hit Five More Hours and the recent track Privacy, completed probation in a 2009 felony assault case for an attack on singer Rihanna, his then-girlfriend.
In 2015 he apologised for posting threatening messages on Twitter to Tyson Beckford after the model snapped a picture with his ex.
Brown's 2015 tour to New Zealand was cancelled after he was earlier refused a visa due to his history of domestic violence.
In August last year former beauty queen Baylee Curran called police alleging Brown had threatened her with a gun inside his Los Angeles home.