The calculated distance (air line) between Leiden and Oosterhout is approximately 39 miles respectively 62 kilometers.
By car or train, the actual journey to Oosterhout is certainly longer, as only the direct route (as the crow flies) between Leiden and Oosterhout has been calculated here.
Air line (approximately)
62 kilometers
34 nautical miles