A method for fabricating semiconductor device includes the steps of: forming a gate structure on a substrate; forming an interlayer dielectric (ILD) layer around the gate structure; removing the gate structure to form a first recess; forming ferroelectric (FE) layer in the first recess; forming a compressive layer on the FE layer; performing a thermal treatment process; removing the compressive layer; and forming a work function metal layer in the recess.