A company that I worked with some time ago had a simple solution to anyone that illegally used our well marked private car park. An A4 sheet of adhesive label stock with a polite notice telling them that they were parked illegally would be placed in the centre of the drivers side of the windscreen.
It was quite interesting watching them scraping it off before they could leave. Never came back though!!