Dusseldorf is 3 hours from Landstuhl (via Mannheim) via train.
Landstuhl is only 2 hours from Paris on TGV train (I think you'll have to change in Kaiserslautern).
Or ... you each take the train from your respective cities and meet in Paris (probably easier, faster, and cheaper)
DO IT!!