You typically have to pay tax on the interest you earn from CDs in taxable accounts, including joint accounts, individual accounts, and other types of accounts. If you use CDs in a retirement account, such as an IRA, you generally would not pay taxes on the earnings each year—but you might owe taxes when you take distributions from that account.