That's not taxing us, that's just them (or businesses they, or non-rich people, run) getting some tax relief. They will still be either paying more tax or employing more people or investing in more companies that employ people than I do, that's for sure.
If you spread that wealth (the non-stocks and shares kind, actual money) per-employee, you will not get very much money. That's why this sort of statement is silly.
Tax avoidance, subsidies, bailouts, stimuli, etc.
Want to tax the rich? No. They tax you.