I would give this post a "LIKES ABOVE POST" but it not something I like to hear. The wife and I have always appreciated the eggs. LARGE BROWN eggs.
What other than a racoon could climb the fencing to get in???
You may have to invest in an outside camera, or a trail camera. That would not put a stop to the killing and removing, but could point a finger.
Sorry for the loss.