Earlier quoted context omitted.
I’ve lived in London for over 35 years. It’s common parlance. That kebab shop was a mugging. You were mugged in the apple store. Etc etc.
I consulted three dictionaries, including a British one, before writing that comment. Your use very fringe at best and is very inappropriate anywhere else, as it was pointed out to you.
New Yorker here. Perfectly fine usage there. “The cab driver robbed me” is our local variant.