The calculated distance (air line) between Atherstone and Leeds is approximately 84 miles respectively 136 kilometers.
By car or train, the actual journey to Leeds is certainly longer, as only the direct route (as the crow flies) between Atherstone and Leeds has been calculated here.
Air line (approximately)
136 kilometers
73 nautical miles