They never got rid of Chump Change. It was the opening theme for every single episode. For a couple weeks, all the music cues within the show were changed to the Score Productions piece, including the end credits. And even after that, the piece was kept for certain cues. It probably was a cost issue... cheaper to only pay to use it once per show, but that doesn't explain why they went back to using it more.
Greg