In Mobile Ad Hoc Networks (MANETs) it is hard for a route to sustain for a longer period of time due to the mobility of nodes. High mobility of nodes results in active route failure and re-route discoveries. Such frequent route discoveries result in decreased network performance. In this study we have analyzed in detail the affect of different node mobility parameters on the performance of AODV (Ad hoc on Demand Distance Vector) Routing Protocol. Simulation results are provided at the end.