A semiconductor device includes a device isolation structure, a recess channel structure, and a gate electrode. The device isolation structure is formed in a semiconductor substrate to define an active region. The recess channel structure is disposed in the semiconductor substrate under the active region. The gate electrode includes a holding layer disposed in a gate region to fill the recess channel structure. The holding layer prevents a seam and a shift of the seam occurring in the recess channel structure.