The calculated distance (air line) between Scherpenzeel and Leiden is approximately 43 miles respectively 69 kilometers.
By car or train, the actual journey to Leiden is certainly longer, as only the direct route (as the crow flies) between Scherpenzeel and Leiden has been calculated here.
Air line (approximately)
69 kilometers
37 nautical miles