The semiconductor device includes an insulating substrate, a channel layer over the insulating substrate, a gate at least partially extending from an upper surface of the channel layer into the channel layer, a source and a drain respectively at opposing sides of the gate on the channel layer, a gate insulating layer surrounding, the gate and electrically insulating the gate from the channel layer, the source, and the drain, and a variable resistance material layer between the insulating substrate and the gate.