Booklady:
Off the topic but perhaps of interest to you: there's a more or less permanent setup on C/Claudio Moyano (very close to Atocha) called el Mercado del Libro. There's about ten bookstalls where they sell mostly used (some new) books. It's several hundred metres south of the Museo del Prado