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As a young adult (1975–1976) Rattsø was leader of Young Liberals of Norway, the youth wing of the Liberal Party.
He was educated cand.jur. at the University of Oslo and elected to the Storting for the Liberal Party where he became the first Prime Minister in Stockholm after parliamentarianism was introduced, as part of Cabinet Sverdrup in 1884.