The calculated distance (air line) between Villalbilla and Madrid is approximately 21 miles respectively 34 kilometers.
By car or train, the actual journey to Madrid is certainly longer, as only the direct route (as the crow flies) between Villalbilla and Madrid has been calculated here.
Air line (approximately)
34 kilometers
18 nautical miles