I have a question that do I need to attach a copy of Federal Tax Return with my State tax return of Illinois? I am doing paper filing.

Thanks in advance.

If your income exceeds $50,000, then attaching the federal return (at least Form 1040) to the state is almost always a good idea.

It answers questions before they are asked.