Now spray contact cleaner (ignore WD-40) directly in the space indicated in the picture. Scroll up a couple of times and scroll down a few times while spraying.
plug mouse in to PC, you can easily check in real time if it clears up persistent, or vanishes.
If this won't fix it, this probably means the scroll sensor is permanently damaged/defective. (RMA?)