From 2003 to 2007, Dahle led the AKP(m-l)-initiated Red Electoral Alliance, which he had also helped establish. He continued to lead the Red Party, a 2007 merger of AKP(m-l) and the Red Electoral Alliance. In 2010, he was succeeded as Red Party leader by Turid Thomassen.