A semiconductor structure includes a semiconductor substrate having a first lattice constant; a gate dielectric on the semiconductor substrate; a gate electrode on the semiconductor substrate; and a stressor having at least a portion in the semiconductor substrate and adjacent the gate electrode. The stressor has a tilted sidewall on a side adjacent the gate electrode. The stressor includes a first stressor layer having a second lattice constant substantially different from the first lattice constant; and a second stressor layer on the first stressor layer, wherein the second stressor has a third lattice constant substantially different from the first and the second lattice constants.