Forget taxes. The wealthy derive their wealth from capital - ownership of means of making more money.

Their involvement with the tax system is chiefly to use their influence to prevent their wealth from being taxed as much as possible - not to profit from it. (Whenever possible, they will seek public investment into their own private projects, but that's not the same as surreptitously siphoning off tax money for their own coffers.)