Rather than a special ability to find a special, a required tech (like in civ 3) seems better. You cannot find iron if you are still in the stone age, and noone looked for petrol/oil until modern times (unless it was used for naphta?).
I second Mark's point about aluminium being replaceable. You can always make do with something different from what you expected initially. Even for weapons, I think Aztecs and Incas didn't use metal weapons but stone, and they had quite evolved tactics.
One can certainly same the same about gold - it is replaceable. Is this an argument for not having gold among the resources? For some purposes it would be - a scenario set in the 20th century probably would not have gold as a factor. On the other hand, a search for El Dorado probably would.
The only thing I would consider mandatory as a resource is big animals (horses, cattle), which lacked in America. That prevented lots of progress in terms of agriculture and warfare.
Cheers
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