From Cairo you go to the South-West corner and take some sort of vehicle out of the map. In the new map the oasis is in the South-West corner but if you are low level watch out because there are a lot of fights with level 50+ monsters. (I would make a map for you but it's late and I'm training, lol.
Guides:
Spoiler: