A semiconductor device includes gate stacked structures surrounding channel layers, a common source line filling a separation area between the gate stacked structures adjacent to each other and having an upper surface including first concave portions, and a support insulating layer filling the first concave portions and having sidewalls facing portions of the channel layers.