I don't know specifically about Illinois, but as a general rule, you pay taxes (1) in your home state and (2) in the States that you actually perform work in. If Illinois follows that 'common' rule, you would only pay tax on the income that earned while physically in Illinois.
However, you may want to discuss with the HR department how they will be handling it.
