As an American, if someone asked me in the middle of an interview to declare "the north korean leader is fat", i'd consider walking out too.
Beyond that, if I looked east Asian, I could also see myself walking on this question for another reason. It would feel like a comment on my ethnic background, which has no place in an interview.
Unless I knew what the reason was for asking, it would be like if an interviewer suddenly talked about how much weight Adele was gaining.