The calculated distance (air line) between Collado Mediano and Madrid is approximately 25 miles respectively 41 kilometers.
By car or train, the actual journey to Madrid is certainly longer, as only the direct route (as the crow flies) between Collado Mediano and Madrid has been calculated here.
Air line (approximately)
41 kilometers
22 nautical miles