The interest earned on CDs is taxed, in the same way, the interest on a savings account is taxable. However, if you hold a CD within an IRA retirement account, interest earnings may not be taxed and contributions may be tax deductible. If you have withdrawn money before maturity from a CD, you can deduct the withdrawal penalty from your taxes.