The calculated distance (air line) between Feijenoord and Leiden is approximately 17 miles respectively 27 kilometers.
By car or train, the actual journey to Leiden is certainly longer, as only the direct route (as the crow flies) between Feijenoord and Leiden has been calculated here.
Air line (approximately)
27 kilometers
15 nautical miles