Its pretty much a myth about diamonds being rare.
Its a long read but point yer browser here if you are interested on how the De Beers cartel basically has almost a stranglehold monopoly on diamonds being released for sale, exploration and mining, and basically this cartel has controlled the price and supply of diamonds for a long long time.
http://www.theatlantic.com/doc/198202/diamond