A semiconductor device and a manufacturing method thereof are provided. The semiconductor device includes a semiconductor channel layer, a gate structure, complex regions, a source terminal and a drain terminal. The gate structure is disposed on the semiconductor channel layer. The source terminal and the drain terminal are disposed on the semiconductor channel layer. The complex regions are respectively disposed between the source terminal and the semiconductor channel layer and between the drain terminal and the semiconductor channel layer.