fuel starve on half tank

Car wound not start when fuel tank go below half a tank!. I had this problem since I got the car from second hand, Audi A2 Tdi 1.4 2001 car only use top half of the tank once it goes below half a tank its struggle to start(almost look like losing fuel pressure on fuel line)once refuel and crank...