Do you have to pay taxes on earned interest in a savings account?

Yes. You may not receive a 1099-INT if you earned a small amount of interest (usually less than $10) because your bank is not required to print one for such a small amount, but you are still required to report the interest you earned on your tax return and pay the applicable taxes, if any.