A high voltage transistor structure includes a substrate. A metal gate is disposed on the substrate. At least one insulating material structure penetrates the metal gate. A metal compound layer is disposed between the metal gate and the substrate, between the insulating material structure and the substrate. The metal compound layer is a continuous structure. Agate dielectric layer is disposed under the metal compound layer and contacts the substrate.