While conducting aerial application maneuvers, the pilot noticed a partial loss of engine power. The pilot tried to climb over the trees but was unable to due to the loss of airspeed. He was unable to dump his chemical load and impacted terrain hard. No discrepancies were found with the engine or dump valve.