Do all rivers run downhill?

I would assume so, since gravity is the only force that I can think of that would cause a river to flow. The incline must be very gradual, because looking at a river there is no obvious dropping off effect. The Mississippi River runs through some rather flat land. That being the case, it seems there should be a deepening canyon to accommodate the drop in level. Why isn’t there?