Plasmonic metamaterials, which are artificially designed materials involving nano-sized metallic three-dimensional structures, are introduced. The mechanism of controlling magnetic permeability in the optical frequency region and the design strategy of the metamaterials are theoretically investigated. In addition, unprecedented electromagnetic properties of metamaterials and their applications to optical cloaking devices and non-reflection optical functional components are also reviewed.