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DePue Lake is located in Bond County, Illinois. This lake is 520 acres in size. It is approximately 8 feet deep at its deepest point. When fishing, anglers can expect to catch a variety of fish including Bluegill, Channel Catfish, Largemouth Bass, Northern Pike, Smallmouth Bass, Walleye, White Bass, White Crappie, Yellow Bullhead,.