Atocha (Madrid) Wikipedia. Geography. Located in the middle of Madrid, the ward is formed by a strip between the avenue Calle de Méndez Álvaro (southwest), and the northeastern area of Madrid Atocha railway station, that occupies great part of its northern border is at the square Plaza del Emperador Carlos V and the southern one in the avenue Calle de Pedro Bosch.