First semiconductor layers are in source/drain regions on the semiconductor substrate. A second semiconductor layer comprises first portions on the first semiconductor layers and a second portion in a linear form in a channel region between the source/drain regions. A gate electrode is around the second portion of the second semiconductor layer via an insulating film. A film thickness of the second portion of the second semiconductor layer is smaller than a film thickness of the first portion of the second semiconductor layer.