Are you able to push the lever on the QR all the way in? You might have tightened it too tight while open, and therefore can't quite make it to the position where it won't loosen when properly closed.

Or the QR might be damaged and you need a new one. There are other reasons.

Maybe a good pic of it when installed will help as well as pics of the inside flanges of the QR clamps.