Absolutely nothing is stopping you from filing an IRS Form W-4 declaring yourself exempt from Federal tax withholding. Which is the only way to stop sending tax money to the Federal Gov’t, your state gov’t never touches your payments.

But you won’t do that, because you would personally experience consequences.