On May 14, 2020, an arrest warrant was issued by the Miramar Police Department, alleging Dunbar committed armed robbery alongside New York Giants cornerback Deandre Baker at a party the day before. On May 15, 2020, his attorney claimed to be in possession of affidavits from witnesses that state that Dunbar was not involved in the robbery. The next morning on May 16, 2020, both Dunbar and Baker turned themselves in to the police. The following day it was announced that Dunbar had posted bail for $100,000. Dunbar pleaded not guilty to charges. On August 7, 2020, all charges against Dunbar were dropped by Broward County prosecutors. Broward State Attorney Mike Satz announced Baker was charged with 4 counts of robbery with a firearm, and he is facing 10 years to life in prison if convicted. Dunbar was not charged. There was evidence provided by the state attorneys office that the alleged victims accepted $55,000 in exchange for changing their story in regards to Dunbar. Despite the fact that the witnesses by their own testimony appear to be paid off, the state attorney case filer, Alex Urella, still filed against Baker.