The calculated distance (air line) between Leatherhead and Richmond is approximately 11 miles respectively 18 kilometers.
By car or train, the actual journey to Richmond is certainly longer, as only the direct route (as the crow flies) between Leatherhead and Richmond has been calculated here.
Air line (approximately)
18 kilometers
10 nautical miles