Is 401K taxable when inherited?

I am a beneficiary of my step fathers 401K. All the money is pre-tax so I know there will be a 20% federal tax withholding.

He lived in Ohio and passed away in Ohio. I also live in Ohio. There is a choice on the form to deduct state taxes. My understanding is in Ohio there is no state tax on 401K inheritance.  Is my understanding correct?