The calculated distance (air line) between Tres Cantos and Madrid is approximately 13 miles respectively 21 kilometers.
By car or train, the actual journey to Madrid is certainly longer, as only the direct route (as the crow flies) between Tres Cantos and Madrid has been calculated here.
Air line (approximately)
21 kilometers
11 nautical miles