Yes, your employer is required by law to take out certain taxes. You cannot escape this simply by not filling out a W-4.
You do have the right to specify the number of deductions you will take, for income tax withholding purposes, but you can only do this if you provide the information to your employer. You have no control over FICA deductions.
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