Kim Kardashian West was unharmed after being robbed at gunpoint of more than $10 million worth of jewelry inside a private Paris residence Sunday night, police officials said.

A spokeswoman for Kardashian West said the reality TV star was "badly shaken but physically unharmed" after masked men dressed as police officers also tied her up in the flat's bathroom before fleeing the scene.

Paris police official said five armed, masked men, who were still at large, stole a jewelry box containing valuables worth 6 million euros ($6.7 million) as well as a ring worth 4 million euros.

The two officials confirmed Kardashian escaped uninjured and that an investigation was underway. They were not authorized to be publicly named speaking about ongoing investigations.

Police said the robbers tied up Kardashian and locked her in the bathroom before escaping on bikes.

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Kanye West was performing at the Meadows Music and Arts Festival in New York at the time. He abruptly ended his set Sunday night after telling his fans had a family emergency.

"I'm sorry, family emergency I have to stop the show," West told the audience.

Kardashian West has been in Paris for fashion week. She attended the Givenchy show Sunday evening.

Kardashian stayed at the residence near Paris' Madeleine church. Police said the thieves entered the building after the concierge let them in. Handcuffed and at gunpoint, he then led them to the starlet's flat.

It's unclear whether the couple's two children, 3-year-old daughter North and 10-month-old son Saint, were with Kardashian West when the robbery happened. Police said the actress' family was placed under police protection at the George V palace after the incident.

The Associated Press contributed to this report.