On switches there is such a feature as Port Security. Roughly speaking it allows to control, which exactly MAC's can be on the specific switch port. You can restrict it to just one MAC or several, and Ethernet frames from some new device will be blocked.
So is there a way to do it in Linux bridge?
This post didn't help.