Yes, unemployment benefits may be taxable. You may have to pay federal income taxes and state income taxes, depending on your state.States that currently waive income taxes on unemployment include California, Montana, New Jersey, Oregon, Pennsylvania and Virginia. Additionally, seven states —Alaska, Florida, Nevada, South Dakota, Texas, Washington and Wyoming — do not levy any state income taxes. Check with your state to find out more details.