The correct statement regarding the interest on corporate bonds is:
It is taxed as ordinary income.
The interest earned on corporate bonds is considered ordinary income and is subject to federal and, potentially, state and local income taxes. It is not tax-deductible for the bondholder. Capital gains tax may apply if the bond is sold for more than its purchase price, but that is separate from the interest income itself.