Tri-Flow oil and grease is your friend. There is a gear set directly under the bobbin assembly. If it's dry it will make noise. Another one below the pillar. Plus lots of places to oil.
Make sure there is no lint, fuzz, thread and debris in the bobbin assembly before you oil it.
Joe