It's not really crashing, the way it's supposed to work is the game closes, and re-opens with the mod, but in some cases permission settings don't allow the game to reload the mod.
The easiest way around this is to go to the properties for Empire at War in Steam (Right click it in the library, properties, then click launch options) and paste the following into launch options:
STEAMMOD=1125571106