The calculated distance (air line) between Villanueva de la Cañada and Madrid is approximately 16 miles respectively 26 kilometers.
By car or train, the actual journey to Madrid is certainly longer, as only the direct route (as the crow flies) between Villanueva de la Cañada and Madrid has been calculated here.
Air line (approximately)
26 kilometers
14 nautical miles