Do I need to file a state tax return in Illinois as a non-resident?

I work in Tennessee, but had to travel to Illinois for a few days for a work training. My W-2 shows the income earned for Illinois and the taxes withheld for that (around $720 earned and $35 withheld). Do I have to file a state tax return?