Income taxes for US ex-pats

Please correct me if I'm wrong but I did read somewhere that if I file and pay US income tax with the US government, as a French resident, I would not have to pay additional US income tax(Social Security, dividends, annuities, etc.).
Please advise if this is correct.
Many thanks.

Doesn't sound right to me, where did you "read" this?

International Living website.