The calculated distance (air line) between Colmenar Viejo and Madrid is approximately 17 miles respectively 28 kilometers.
By car or train, the actual journey to Madrid is certainly longer, as only the direct route (as the crow flies) between Colmenar Viejo and Madrid has been calculated here.
Air line (approximately)
28 kilometers
15 nautical miles