Truman Lake. About Truman Lake. Truman Lake, located in the mid-western part of Missouri, is a 55,600 acre Corps of Engineers lake that was built for flood control and power generation. Many of the trees were left standing and the shoreline undisturbed, which makes Truman an excellent place to fish.