According to CNN:

U.S. officials, who Saturday released five videos, emphasized the recordings and other materials seized at bin Laden’s Pakistan compound show the terrorist still had a firm hand on the tiller, managing strategic and tactical control of his organization even as he stayed out of sight in Abbottabad.The intelligence official said the audio was removed because it would be “inappropriate to spread the words of terrorists and propaganda messages, especially Osama bin Laden.”