The calculated distance (air line) between Chapultepec and Mexico City is approximately 32 miles respectively 52 kilometers.
By car or train, the actual journey to Mexico City is certainly longer, as only the direct route (as the crow flies) between Chapultepec and Mexico City has been calculated here.
Air line (approximately)
52 kilometers
28 nautical miles