Fella I know did the same thing but he hid the keys on the inside of the rear Drivers wheel & slept in the Passenger seat No police came along though, i suppose if they don't find keys on you then they can't do anything... ?
I would assume they'd always hunt for them as most people tend to lock the car, if you're in it then you've either got the keys or picked the lock.