Peña appeared in his first official game with the first team on 1 November 2012, playing the full 90 minutes in a 1–0 home win against Real Betis in the round of 32 of the Copa del Rey (1–3 aggregate loss). He made his La Liga debut ten days later, coming on as a late substitute in a 1–1 home draw with Valencia CF.