After an amorphous semiconductor thin film is crystallized by utilizing a catalyst element, the catalyst element is removed by performing a heat treatment in an atmosphere containing a halogen element. A resulting crystalline semiconductor thin film has features that it exhibits {110} orientation and that almost all crystal lattices have continuity at a crystal boundary. This type of grain boundaries greatly contribute to improving the carrier mobility, and make it possible to realize semiconductor devices having very high performance.