A system for cleaning rivers and waterways in general includes one or more floating modules, each having a floating body and a rotating body provided with projecting elements configured to be positioned on the water surface, so that, when the rotating body rotates due to the thrusting action of the water current, the projecting elements move floating debris in a direction determined by its rotation direction towards an accumulation or recovery area.