Clausen told Variety that he received a call from Simpsons producer Richard Sakai, who said the company was seeking "a different kind of music".
He confirmed the news on Twitter and thanked fans for their support.
There is speculation that it is the result of cost-cutting on the long running animation. Clausen used a 35-piece orchestra every week.
