What makes these jokes different, though, is that they are about having fun at somebody else's expense. Some people care about not causing others discomfort; some don't.

Also, personally, I tend to find them embarrassing and juvenile, not funny.

I mean, where does this political correctness stop?

Usually wherever inability to empathize with others begins. There is, after all, no law against being inconsiderate.