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
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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!