An etching method according to an embodiment includes forming an uneven structure including a projection on a surface of a semiconductor substrate; forming a catalyst layer including a noble metal on the surface selectively at a top surface of the projection; and supplying an etchant to the catalyst layer to cause an etching of the semiconductor substrate with an assist from the noble metal as a catalyst.