Even if it is on private property, that doesn't mean you can take it. If you park on someone else's driveway, they don't get to take your car.
[1] https://www.toronto.ca/311/knowledgebase/kb/docs/articles/mu...
https://www.sandiego.gov/sites/default/files/legacy/cityatto...