The two musicians allegedly sparked a huge fight in the VIP section of the New York venue earlier this week, resulting in several club-goers being injured, including Brown.
According to TMZ, W.i.P has now been closed indefinitely by police for several code violations.
Sources in the NYPD claim that the Civil Enforcement Unit used the recent Brown and Drake clash as an opportunity to look into several infractions they have found at the club in the past more closely.
The new violations are apparently not directly related to the recent brawl.
Drake has denied any involvement in the melee, claiming that he was on his way out of the nightclub when the fight broke out.