The calculated distance (air line) between Geisenheim and Düsseldorf is approximately 100 miles respectively 161 kilometers.
By car or train, the actual journey to Düsseldorf is certainly longer, as only the direct route (as the crow flies) between Geisenheim and Düsseldorf has been calculated here.
Air line (approximately)
161 kilometers
87 nautical miles