Clunking while sewing and breaking needles

Question

I am having a problem with the machine clunking then breaking the needle. I've checked the bobbin case to see if the needle might be hitting it and there is no indication that it has been touched. I've also checked the mechanisms under the plate to see if I can see where it is hitting anything and I don't see any marks.Any idea what could be causing this?