I had the same problem with my wife's 03 4Runner. It was driving me nuts, and it sounded like it was coming from behind the sunroof on the drivers side. But what it ended up being was the sunroof track itself.

I will post some pictures when I get home tonight outlining exactly how to fix the problem.