Try a larger needle, especially if you're using a frame. I use a size 18 on my frame.
Your thread might be brittle. Sharon Schamber dips her thread cones in white mineral oil (and no, it does not leave spots on the fabric, if you use the right oil.)
And as Tartan said, speed might be a factor. Try slowing down a bit.