Steve, I have had that problem too. Then I heard that if you hold the threads tight before you take your first stitches, this won't happen anymore. It works.
I also sometimes start with a scrap, but I do forget to once in a while. The important thing to remember when you start with a scrap is to make your next piece butted right up against it so no thread can go down into the bobbin area.
Try it out!