ITASCA, IL--(Marketwired - Sep 21, 2015) - First Midwest Bancorp, Inc. ("First Midwest") (NASDAQ: FMBI), the parent company of First Midwest Bank, today announced that it has entered into a definitive agreement to acquire The Peoples' Bank of Arlington Heights ("Peoples' Bank").