http://www.investopedia.com/ask/answers/05/051905.asp
Here's another:
http://www.investopedia.com/ask/answers/102915/do-hedge-fund...
Or perhaps they'll just buy all the companies that store commodities of a certain type. I've heard horror stories (from a family member in finance) about hedge funds who will buy up all of a certain type of commodity (in this specific example all of the farms that produce a specific type of egg) and just wait until the manufactured "scarcity" causes prices to go up, and then they'll start selling.
So even if it's not necessarily part of their "plan", I know of at least the one case above. My relative assured me there are plenty of other examples out there. I'd say at the very least Hedge Funds have proven to be a very opportunistic bunch who would probably salivate at the idea of a scarce commodity that was the primary component in all batteries manufactured in the world.
What you're talking about is called cornering the market, and when it happens, the people go to jail. You're using anecdotal evidence to support your claim about a large swathe of people.
Also, if their buying activities meant to create artificial scarcity was the only factor driving the prices up, why did their selling not have an equal effect pushing the price back down?