What they’re pointing out as “privilege” is simply the observable natural results of adhering the the Judeo-Christian value system.
And that system does not care about skin, only about sin. It is a historical “accident” that it came to North America through palefaces, but nothing inherent about pale skin promotes it. And its original population of believers was known to be a swarthy mix of races.