Thanks, but that's not it. That was indeed the first thing I checked as it is really similar to that sound as it occurred on our other car.Check the passenger seat belt. I had some odd noises that sounded kinda like that one day, and it turned out to be the seat belt not fully retracted and trapped between the seat and door.
Though the disappearing after ten minutes part doesn't fit.