Reports emerged that the Harry Potter star, who is currently in the middle of filming the Disney remake, was allegedly the victim of an abduction plot.
The Sun reported that the plan was foiled by a taxi driver who had overheard a conversation between two members of staff he had been driving on to the set at Shepperton Studios.
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A source told the paper: "There was concern about her safety. The taxi staff reported what had been overheard after a night shoot.
"They said the two studio staff travelling in the cab were chatting a foreign language, unaware that the driver could understand every word."
But it seems that there was no plot involving the actress, with a representative for the studio has now refuting the claims.
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The 25-year-old has been a target on set in the past and was even 'confronted' by a stalker while filming Noah back in 2012.
At the time, a source said: "It was really creepy. Emma was really shaken up and was given some time to compose herself."
The British actress was also assigned a full-time bodyguard after receiving a series of sinister letters while she attended Brown University.
Speaking about her role as Belle in the eagerly-awaited new film, Watson told The Telegraph: "I sing, so that's really unexpected. I've never had to do that for a film role before, and I think people will be interested to see me do something very different like that.
"It gives me a different challenge, really. That's terrifying in and of itself.