Impossible to know the whole story or how long he was engaged before the video started.
My comments are based strictly on what is revealed in the video. That being said, you're correct though, because the loud mob could have attempt to steal something from the man and got caught, or they could have simply confronted him because he told them to curb they're filthy mouths in public.