I have a Janome and was having the same problem just today! I called the shop I bought the machine in and the owner told me that occasionally putting a drop of oil in the outside rim of the bobbin casing (the inset one, not the drop in black bobbin casing) helps. I only use Janome bobbins but sometimes using Coats & Clarks thread also makes it a little noisy and causes missed stitches.