I've spent a little time in ATL, and it's a crazy place when it wants to be. There's a lot of the same race inequality that is rampant throughout the southern us, which leads to pockets of tension like this.
Generally speaking I've had some of the best nights of my life in that city, and I've never actually had a problem myself, but I've seen enough metal waved to know when it's time to leave.