My Model Y wheel covers made the same crackling sound (or worse). I applied a very light coating of “Door Ease” wax type lubricant on all of the contact surfaces clip hooks, center hub tabs, and around entire wheel lip. Sound is gone.
The lube is kind of like “chapstick” for cars. Won’t herm paint! Don’t over do it, but it works.