Annuities can look tax-friendly because your money grows without an annual tax bill, but the real surprise often comes when you start taking money out. Depending on how the annuity was funded, withdrawals can trigger ordinary income taxes, early-withdrawal penalties and surrender charges. Combined, these costs can significantly reduce what you keep.