The present disclosure provides a method for manufacturing a semiconductor device. The method includes steps of forming a recess in the substrate; depositing an insulating layer on the substrate; forming a gate electrode on the insulating layer and partly buried in the recess; removing a portion of the insulating layer exposed through the gate electrode to form a gate dielectric; and implanting dopants in the substrate to form a source region and a drain region on either side of the gate electrode.