The well-preserved tooth, which could be valuable to collectors, is an estimated 2-2.5 million years old and belonged to a Megalodon, regarded as one of the largest and most powerful fish to have ever lived.
"It had quite defined features on it, so you could see the serrated edge of the shark's tooth, it was probably one of the better specimens we knew of," said Arvid Hogstrom from Parks and Wildlife in Western Australia.
One of just a few Megalodon specimens in the Ningaloo Coast World Heritage Area, "very few people" knew of its location, he added, without elaborating on exactly how many.
"It is not something someone would have stumbled across and they have been required to put a bit of effort in to get it out of the rock as well," he said.
"We presume... an amateur collector (has taken it) or someone that just wants to have a fossil sitting on their mantelpiece."
"But unfortunately someone has beaten us to it," he said.
"It is in such a remote location and we just don't check the site every day, we are not exactly sure when it disappeared but we got a report on Friday."
Megalodon, which can grow up to 15 metres long, are believed to have become extinct 1.6 million years ago.
(This story has not been edited by NDTV staff and is auto-generated from a syndicated feed.)
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