A semiconductor device includes a substrate having a recess in an area where a gate is to be formed, spacers formed over sidewalls of the recess, and a first gate electrode filling in the recess. The spacers include material having the first work function or insulation material. The first gate electrode includes material having a second work function, wherein the second work function is higher than that of the spacers.