We provide a comprehensive review of scalable fabrication of optical metamaterial by nanoparticle self-assembly. We present the recent results from a variety of self-assembly techniques including template-directed self-assembly, liquid crystal based self-assembly, copolymer-based self-assembly and cage-molecule driven self-assembly.