Not normal. Your radiator cap has a vacuum valve in it which is designed to allow the system to return to atmospheric pressure after cooldown from a running engine. Try another cap.

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'04 X5 3.0 5AT with 300,000+km - Black
'08 535xi 6AT with 290,000+km - Titanium Silver