Money is worth more to people with less of it. Rich people benefit greatly from society existing. They have the means support it's continued existence. You are never punished for making more money in terms of taxes.

If the tax rate was "fair" as you put it then it would put massive strain on our lower class.

I know this concept is hard to wrap your head around but you will get it eventually.