If we could not find more gold we could still have economic growth, it's just that the value of gold would rise relative to the goods it could buy. (ie prices would fall)
You can read more here: http://www.mises.org/mmmp/mmmp5.asp
The price of oil goes up and down too much. People wouldn't want to loan or save a currency that changes value so much. The beauty with gold is the price would be stable, as to date no one's come up with a way of getting lots of it quickly and easily.
People still keep searching for and mining gold. That was silly two thousand years ago, but they have the excuse that they didn't know better. I read that current methods used for mining gold in some countries (e.g. Argentina) are especially hazardous for public health and the environment of local populations.
At least right now, it makes a lot more sense to trade in an energy containing commodity than pure energy because it's easier and more familiar to people.