Metro

Serrano (Line 4), Retiro (Line 2) and Príncipe de Vergara (Line 9)

Train

(Renfe cercanías):
Recoletos (Lines C1, C2, C7, C10), also from airport

Bus

non-stop from airport
to Plaza de Colón (5 minute walk to venue)