Illinois Republicans on Tuesday chose conservative state Sen. Darren Bailey to take on Gov. J.B. Pritzker, a billionaire who easily won the Democratic nomination and who spent millions trying to get the rival he wants and increase his already sizable advantage in the state this fall.