A semiconductor device includes a substrate, a channel stack, source/drain contacts, and a gate electrode. The channel stack is over the substrate and includes a 2D channel layer and a barrier layer. An energy band gap of the barrier layer is greater than an energy band gap of the 2D channel layer. The source/drain contacts are in contact with the channel stack. The gate electrode is above the substrate.