Crude oil deposits spawn on Tenebris, at least on version 0.2.1. I had to walk a bit to find one, but it wasn't too bad.
Edit: this is regarding water, whoops. The only way I found is by dropping ice (or water barrels) to the surface. They get scattered away, but they don't get deleted. You can then go pick them up.