Since the beneficiary is an Illinois resident, he pays Illinois tax on the distributions.  I think a trust with a resident trustee and beneficiary is a resident trust for Illinois purposes, but it doesn't really matter if you call it a nonresident.  The beneficiary gets taxed either way.