The pilot did not check the amount of fertilizer that was loaded by ground personnel. During the takeoff roll the aircraft accelerated slowly. The pilot began to dump the fertilizer and continued the takeoff roll. When the aircraft reached the end of the runway it lifted off, cleared a ditch and then touched down in a rice field where it nosed over.