The calculated distance (air line) between Leatherhead and Mitcham is approximately 10 miles respectively 17 kilometers.
By car or train, the actual journey to Mitcham is certainly longer, as only the direct route (as the crow flies) between Leatherhead and Mitcham has been calculated here.
Air line (approximately)
17 kilometers
9 nautical miles