A semiconductor device is provided. The semiconductor device includes a first substrate, an active region defined by an isolation film in the first substrate, an oxide semiconductor layer on the first substrate in the active region, and not comprising silicon, a recess inside the oxide semiconductor layer, and a gate structure filling the recess, comprising a gate electrode and a capping film on the gate electrode, and having an upper surface on a same plane as an upper surface of the active region.