Sounds pretty comparable to Christian iconoclasts tearing down images of saints. I.e. it was the "right thing to do" and they probably thought Jesus would be horrified to be part of an idolatrous image.
I can't say what happened when the Turks arrived, but that region was already known for iconoclasm while it was still under Christian leadership.