Since silicon is limited by its physical properties, it is challenging and important to find candidate materials for high performance electronic devices. Two-dimensional (2D) semiconductor materials have attracted dramatically increasing interest due to their unique physical, electronic and optical properties and great promise for next generation high performance nanoelectronics and optoelectronic devices [1]. 2D semiconductor materials are compatible to silicon based COMS processing, such as photolithography for large-scale fabrication. Atomically ultrathin thickness is good for better electrostatic control of electrical conductivity and significant device downscaling for high density integration. Atomically flat surface without dangling bonds makes 2D semiconductor materials free from carrier scattering caused by surface roughness, leading to 2D semiconductor materials based electronic devices could outperform silicon devices in scaling limitation. A number of studies have been focused on filed effect transistors (FETs), a core unit building block of electronic logic circuit, using 2D MoS 2 and black phosphorus as channel materials [2,3]. However, the further experiment demonstrated that MoS 2 is not a good candidate material for high performance electronic devices due to its heavier electron effective mass (m * =0.45 m 0 ) and relatively low electron mobility [4]. Few-layer black phosphorus show a high mobility of 1000 cm 2 V -1 s -1 at room temperature [3]. However, it is extremely unstable and sensitive to oxygen and water, which limit its practical applications [5]. So, it is important to explore new 2D semiconductor materials for electronic nanodevices.Indium selenide (InSe) is a typical layered semiconductor, belonging to III-VI group compounds. The Figure 1(a) is