Yes but it wasn't pure when we first pumped it out of the ground, either. I'd bet natural gas has a lower percentage helium than "balloon air." We are able to purify helium.
Trying to do the same for small amounts of helium collected here and there is possible but not economically feasible. It makes more sense to use it as balloon gas.