A method of manufacturing a semiconductor device, including: forming a membrane forming pattern on a substrate; forming a membrane material layer on the substrate, wherein the membrane material layer covers the membrane forming pattern; forming a membrane having a protruding pattern by crystallizing the membrane material layer; forming a two-dimensional (2D) material pattern on the protruding pattern by growing a 2D material on the membrane; and transferring the 2D material pattern to a transfer substrate.