The calculated distance (air line) between Fuenlabrada and Chamartín is approximately 14 miles respectively 22 kilometers.
By car or train, the actual journey to Chamartín is certainly longer, as only the direct route (as the crow flies) between Fuenlabrada and Chamartín has been calculated here.
Air line (approximately)
22 kilometers
12 nautical miles