I get ramp checked all the time. For an EU reg they are not allowed to demand proof of the VAT status, its part of the free movement laws.
Free movement laws only apply to movements within the EU. If you arrive from outside the EU then the you could be questioned about the aircraft in the same way as any other object you are carrying.