Of course, we have no idea of the context. But if it was anything like the linked video - and it could have been worse - it’s perfectly understandable why students would be surprised and perhaps upset.
If you disagree, its worth asking yourself, what reaction would you expect if you were a chinese professor enunciating the word “cunt” during a lecture, with no prior warning?