Flathead Lake in Montana seems shallow, but in reality is 

370 feet in depth.

It is the largest natural freshwater lake west of the Mississippi River in the contiguous United States, 

taking Red Lake and Lake of the Woods to be north of the Mississippi River, rather than west of the river.