It's possibly rubbing off something like the arm rest?
Mine are leather and I eliminated it by applying leather care cream, leaves them softer so they don't stick!
In your case, adjust the seat in several positions or turn up the radio
Those noises are a pain though in all fairness, I got one yesterday so I just closed the window and tried to block it out!