He was appointed State Secretary in the Ministry of Finance from 1957 to 1962. He was the Minister of Trade and Shipping from 1971–1972. He later served as Minister of Finance from 1973 to 1979. In 1979, he was replaced by Ulf Sand, but Kleppe returned in 1981 to head the Secretariat for Long-Term Planning (until 1981).