The calculated distance (air line) between Colmenarejo and Madrid is approximately 19 miles respectively 31 kilometers.
By car or train, the actual journey to Madrid is certainly longer, as only the direct route (as the crow flies) between Colmenarejo and Madrid has been calculated here.
Air line (approximately)
31 kilometers
17 nautical miles