A semiconductor device includes a substrate including an active region and an element isolation region defining the active region, a gate trench extending into the element isolation region and penetrating the active region, and a gate structure filling the gate trench and including a first conductivity-type semiconductor layer, a conductive layer, and a second conductivity-type semiconductor layer, sequentially stacked from a lower portion of the gate trench.