A semiconductor device includes a substrate, a dielectric fin, a gate, and a high-k dielectric layer. The dielectric fin is above the substrate and extending along a first direction. The gate is above the substrate and extends in a second direction that intersects the first direction. The high-k dielectric layer is vertically above the dielectric fin. The gate is over a sidewall and a bottom surface of the high-k dielectric layer.