A semiconductor device is provided. The semiconductor device includes a fin protruding from a semiconductor substrate and a gate structure over the fin. The semiconductor device also includes a source region and a drain region in the fin and at opposite sides of the gate structure. The semiconductor device further includes a gate spacer on a sidewall of the gate structure. The gate spacer includes an air-gap spacer and a sealing spacer above the air-gap spacer, an upper portion of the gate structure is laterally overlapping with the sealing spacer, and the bottom portion of the gate structure is laterally overlapping with the air gap spacer.