I imagine the 'white tax' and better 'white service' are both caused by the belief that white people are wealthier. The club might expect a wealthier person to spend more, or a security guard might expect them to tip better. So it's somewhat rational (if unfortunate) to give wealthier people preferential service.

I guess the long term solution is to reduce economic inequality between racial groups.