AFTER learning to fly, AND getting enough hours in an aircraft rented from the Flying School who taught you, you will find shares in Group owned aircraft for £2000 or less. You could buy your own aircraft for much less than £10,000 IF you could find somewhere to keep it.
(Renting after getting your license ensures someone will try to prevent you doing something stupid, and will prevent you flying when not current.)