Vicente Calderón Stadium
As the Belgian was unavailable due to injury, Aranzubia first played in the league with the "Colchoneros" on 8 February 2014, being sent off in the last minutes of a 0–2 loss at Almería after fouling Jonathan Zongo in the box. He finished his spell at the Vicente Calderón Stadium with five competitive appearances.