A method for fabricating a semiconductor device includes forming a plurality of bit line structures over a substrate, forming contact holes between the bit line structures, forming sacrificial spacers on sidewalls of the contact holes, forming first plugs recessed inside the contact holes, forming air gaps by removing the sacrificial spacers, forming conductive capping layers capping the first plugs and the air gaps, and forming second plugs over the conductive capping layers.