The scroll wheel of my mouse has squeaked for months/years now. Usually you would put oil on something like this but presume you don't oil a scroll wheel?
Its a cheaply made mouse, its probably some plastic part rubbing somewhere, not something you can oil.
Its been doing this for months-years? Why havent you sent it in for a replacement (if it was under warranty)?