Quick release technology is awesome at making install fast and easy, but it's extremely important you provide enough friction on the quick release to ensure safe operation.
When twisting the quick release closed, rotate until you feel some friction. Then close the lever 180 degrees. This should take your full grip strength, and leave a light imprint on your palm.
If you find the lever is too tough to close, open it, and slightly loosen before trying again.