No. An inheritance, regardless of amount, is tax free to the heir. It does not matter whether the person who died was a U.S. citizen or a foreign national.
Payments within one tax year of the entire amount due to a participant in a qualified retirement plan. Qualifying lump sums may be directly rolled over tax free, or, in some cases, are eligible for current tax under a favorable averaging method.