As many of you suggested including Davy, I also thought ECU is still learning. Now, it starts without a problem in the morning. Yesterday, same issue came when I parked the car after driving for one hour and tried to restart it. The rpm just dropped to zero and engine stopped. If I keep the accelerator pressed and hold for some time the issue disappears. Could this be usual as well? Thank you.