I know you've already tried changing the needle, but I've had mine act like this when I accidentally got the needle in wrong. 15-91 NFL (needle flat left). I had to write that down and put it with my machine, since I have so many different machines that it is hard to remember. You can also get skipped stitches if the needle isn't the right size for the fabric you are sewing.
Pat