After one more year with Racing, Arteche signed for Atlético Madrid, being an undisputed starter early on and team captain. In 1984–85, he helped the "Colchoneros" to the second position in the league only behind champions FC Barcelona, and the campaign's Copa del Rey; subsequently, they reached the final of the UEFA Cup Winners' Cup, a 0–3 loss against FC Dynamo Kyiv.