What you have is what we call a open QR , when new might work for awhile but with time they don't hold as well as the older close QR . something like this
http://www.biketoolsetc.com/index.cg...em_id=KY-SPQSB will work better for you . My wife had the same problem as you , I change the QR to this one and the problem went away .