While it looks like there are resources (oil, gas and coal being mentioned) it does not seem they have been mined before the current treaty cam into effect, most likely due to the 19/early 20 century technology.

But there certainly were substantial whaling stations in Antarctica for a while, with quite a lot of people & much more primitive technology compared to what we have now.