Brown recently posted a picture on Twitter revealing a gash on his chin that he claimed came from a bottle, before deleting such messages.
The rappers were both at the W.I.P. nightclub in New York City on Wednesday night (June 13). Sources alleged that the two became involved in a fight but left the scene before the police arrived.
However, Drake has now insisted that he was not present when the fight broke out. A rep for the singer issued a statement to TMZ in his defence today.
"Drake did not participate in any wrongdoing of any kind last night at W.I.P," the rep said. "He was on his way out of the club when the altercation began.
"[Drake] did not engage in any activity which resulted in injury to person or damage to property."
Sources told the website that Brown in fact got into a fight with Meek Mill - a rapper who was with Drake's party at the nightclub - and alleged it was Mill who threw the bottle that cut Brown's face.
The insiders added that the fight was not about Rihanna, who has been linked romantically to both Brown and Drake.
Watch the video for Drake's 'Take Care' below: