Wrap plumbers tape around the threads where it screws in. That should fix the problem. It did with mine.
Teflon tape works well, but I had an idea that you just get a small rubber o-ring and put it on over the threads and then tighten the collar down. That should work very well. I haven't tried it though as it really doesn't bother me on any of my 3 floyded guitars.