Here's what I've done so far:
I changed the needle, changed the thread, re-thread the bobbin with the new thread, and thoroughly cleaned the bobbin case. While it's better, I think it could be better yet.
Question now...where is the bobbin tension screw. Is this it, where I'm pointing in the picture?