West had hinted on social media that he was going to do the show after his performance scheduled for the Governor's Ball on nearby Randall’s Island Park was canceled Sunday because of inclement weather.

The secret show was supposed to start at 2 a.m. and, according to West's Twitter page, was sold out by 1 a.m.

Show at 2am SOLD OUT

— KANYE WEST (@kanyewest) June 6, 2016

Video had poured in on social media showing dozens of people standing on cars, dumpsters, fire escapes and even a postal truck, trying to get a glimpse of the rap star.

This is CRAZY! @TeamKanyeDaily #PABLO #WEBSTERHALL #KANYEWEST pic.twitter.com/yao8hanPPg

— shaq (@Shaquille_K_) June 6, 2016

But shortly before 2 a.m., Webster Hall tweeted that there would be no show because of the out-of-control crowds that had formed outside the site.

There is no late show at Webster Hall tonight. Please get home safely.

— Webster Hall (@WebsterHall) June 6, 2016

But West then briefly appeared outside Webster Hall at around 2:15 a.m., circling the block while waving to throngs of cheering supporters through his sunroof and shaking hands with fans, who chased him down Third Avenue. Ultimately, West never got out of the vehicle because of security concerns and left without performing.

I just met and shook Ye's hand #shoutdownNY @TeamKanyeDaily pic.twitter.com/JktMp5AIhh

— Matthew (@matthew_david92) June 6, 2016

Police then worked to disperse the crowd soon after. One person at the scene was arrested for disorderly conduct, according to an official.

ABC News' Mark Crudele and Rachel Katz contributed to this report.

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