I only used my crate to ensure my pup was safe when being left alone... To successfully toilet train you want to ensure your pup is not in a position to toilet indoors, set him up for success.. Take him out every 45 mins especially after food / play after a nap etc. Where does he sleep at night? is there anything that could spook him? noise? neighbours?