Yes, Illinois will tax you on the winnings. The reciprocal agreement between Illinois and Iowa does not include gambling winnings.
You may get a credit on your Iowa state return for the tax paid out-of-state.
In TurboTax, please do your Illinois return first in case Iowa gives you a credit for that tax.