"does it mean this US person will be treated as a nonresident alien for tax purposes for the rest of their life?"
No. Once the individual becomes a U.S. citizen, the rules regarding non-resident aliens no longer apply.
**Answers are correct to the best of my ability but do not constitute tax or legal advice.
