A method of manufacturing a corrugated cage which is provided with a pair of cage elements (8, 8a) and a plurality of rivets, in which each of the pair of cage elements (8, 8a) is made in the form of a corrugated ring as a whole by a metal plate which can be subjected to nitriding treatment, and has partial spherical curved plate portions provided at a plurality of locations in a circumferential direction, flat plate portions each provided between the curved plate portions adjacent to each other in the circumferential direction, and through-holes each provided in a portion of each of the flat plate portions, each of the rivets is made of metal which can be subjected to nitriding treatment, and has a rod portion and a head portion provided at a base end portion of the rod portion and having a larger diameter than the rod portion, by forming a caulking portion having a larger diameter than each of the rod portions by crushing a tip portion of each of the rod portions in a state where the flat plate portions of the pair of cage elements (8, 8a) are superimposed on each other and the rod portion of each of the rivets is inserted into the through-holes of the flat plate portions superimposed on each other, and joining the flat plate portions superimposed on each other by pinching the flat plate portions by the head portion of each of the rivets and the caulking portion, a portion surrounded by the curved plate portions serves as a pocket for rollably holding a ball, and each of the through-holes of the cage element on one side out of the pair of cage elements (8, 8a) is composed of a small-diameter hole which is provided on an outside in an axial direction and is in a dimensional relationship forming a clearance fit or a transition fit with the rod portion of the rivet, and a hole which is provided on an inside in the axial direction which is a side of the cage element on the other side, and forms a gap between itself and the rod portion of the rivet, the method comprising: performing nitriding treatment in a state where each of the small-diameter holes of the cage element on one side and the rod portion of each of the rivets are press-fitted to each other, and performing nitriding treatment on the cage element on the other side in a state of being a single body; and thereafter, joining and fixing the pair of cage elements (8, 8a) to each other by caulking a tip portion of the rivet in a state where a portion protruding from each of the through-holes of the cage element on one side, of the rod portion of each of the rivets, is inserted into each of the through-holes of the cage element on the other side and the flat plate portions of the pair of cage elements (8, 8a) are superimposed on each other. performing nitriding treatment in a state where each of the small-diameter holes of the cage element on one side and the rod portion of each of the rivets are press-fitted to each other, and performing nitriding treatment on the cage element on the other side in a state of being a single body; and thereafter, joining and fixing the pair of cage elements (8, 8a) to each other by caulking a tip portion of the rivet in a state where a portion protruding from each of the through-holes of the cage element on one side, of the rod portion of each of the rivets, is inserted into each of the through-holes of the cage element on the other side and the flat plate portions of the pair of cage elements (8, 8a) are superimposed on each other.