A thin film transistor includes, over a substrate having an insulating surface, a gate insulating layer covering a gate electrode; a semiconductor layer which includes a plurality of crystalline regions in an amorphous structure and which forms a channel formation region, in contact with the gate insulating layer; a semiconductor layer including an impurity element imparting one conductivity type, which forms source and drain regions; and a buffer layer including an amorphous semiconductor between the semiconductor layer and the semiconductor layer including an impurity element imparting one conductivity type. The crystalline regions have an inverted conical or inverted pyramidal crystal particle which grows approximately radially in a direction in which the semiconductor layer is deposited, from a position away from an interface between the gate insulating layer and the semiconductor layer.