Thank you all,
but let me tell you that I tried the experiment on Microsoft flight simulator where everything ( thrust, reference center and center of gravity) was along the fore/aft centerline and still change in thrust results in aircraft pitching up/down. At level flight, an increase in thrust induces a climb and an incease in aircraft pitch, and a thrust off (power off) results in a descent and decrease in aircraft pitch. It seems to me that manipulating thrust has lead to a change in overall aircraft pitching moment, but I don't see where the force responsible for the change in pitching moment come from, since thrust force is already on centerline and thus cannot produce any pitching moment?