Rubiño contested the 2015 regional election as a Podemos candidate in the Community of Madrid and was elected to the Assembly of Madrid. Following the schism between Iglesias and Íñigo Errejón, Rubiño joined Errejón's Más Madrid. He was re-elected at the 2019 regional election.