And what might cause it to rotate ?

It's physically bolted and connected to the vehicle. It's all bolted and clamped together.

Even removing that large circlip and splitting the covers can be a right pain in the hole.

It will not move.

The dowel is probably just there from the factory so they always align perfectly on the car they're fitted to