There are a couple of things you can try - coating the thread with beeswax or Thread Heaven, for one. The other is to knot the other end of the thread, opposite from where you usually thread it. Sounds weird, but it works.
Once I started knotting the cut end closest to the spool, I stopped having as many knots.