Even though power is going to the display, it won't illuminate unless it is getting a signal from the camera. Check your wiring to the camera, especially potential crimp points such as where it feeds into the rear door.

BTW, I learnt the same lesson as you with my Jensen (owned by Audiovox) system in the RV.