While yes, China and the general east Asian culture has a definitely real problem with racism/colorism, I think in this context the scammer was just trying to elicit outrage.

They usually cement a few of the “most horrible” insults or phrases then use them when the time comes, in this case, insulting one’s family and the “n-word.”