The calculated distance (air line) between Driebergen-Rijsenburg and Leiden is approximately 34 miles respectively 55 kilometers.
By car or train, the actual journey to Leiden is certainly longer, as only the direct route (as the crow flies) between Driebergen-Rijsenburg and Leiden has been calculated here.
Air line (approximately)
55 kilometers
30 nautical miles