I'm thinking the needle might be too small, I usually piece with a 10 but move up to larger (12-14) when quilting/going through thick stuff. You might also need to adjust the foot pressure for the greater depth of material.
Also, what sort of machine do you have? I know my vintage machine wouldn't think twice but a light weight Brother or similar machine might balk.