In general, any withdrawal from a pre-tax retirement account is considered to be taxable income, and will be taxed at your ordinary income rate. This also means that you may be bumped into a higher tax bracket because of your RMDs. In contrast, qualified distributions from Roth accounts are not taxed. You can consult with a tax advisor to better understand your holistic tax picture.