That's certainly not true if the disempowering of government only occurs in those areas of government where the rich are pushing for it because of how it constrains their power.

It might not be true generally, either, say if the advantage wealth provides outside of government is greater than the advantage it provides in government. That rich have disproportionate influence in government doesn't mean they don't have even more disproportionate influence outside of it.