An easy way to get rid of that is to have the images served off Facebooks/Googles servers rather than let the advertiser host it themselves.

What they are doing is the equivalent of selling someone a TV ad spot, but having no control what content is actually shown during the time slot. Have the validated ad shown from the Facebook servers and there's no ability for it to be changed later.