Little bit more research on this and I found this forum post
Seems to be a very similiar issue. I noticed someone mentioned tinyCam can make this happen (which I did install and setup). Just removed the camera from tinyCam but still the same sound is emitted.
I really want to like this product and get to the bottom of this sound.