Are Harry Styles and Kendall Jenner dating? The One Direction singer and the young "Keeping Up With The Kardashians" star were spotted on a midnight dinner date - does this mean Kendall Jenner is Harry Styles' new girlfriend?

Rumors are circulating that Harry Styles, 19 is dating Kendall Jenner, 18, the young half-sister of Kim Kardashian.

E! News reports that Harry Styles and Kendall Jenner were photographed in the One Direction singer's black Range Rover after leaving Craig's restaurant at about 12:15 in the morning, in West Hollywood, California, on Wednesday, Nov. 20.

But a source quickly quelled the rumors, E! News reports: "They aren't 'dating.' They are just friends. That was like the first real time they hung out. We will see what happens."

Meanwhile, a rep for Styles says, "There is no comment on this."

While this means Kendall Jenner isn't the official new girlfriend of Harry Styles, it doesn't rule out the possibility that the two will keep dating each other and test out the waters.

Kendall was recently connected to rapper Young Jinsu, but took to her Twitter to deny the rumors.

"Enough with the rumors! I'm single, people," she tweeted last month.

Her mother, Kris Jenner, also set the record straight on the romance rumors, telling E! News, "It's not her boyfriend. She doesn't have a boyfriend."

Harry Styles famously dated Taylor Swift from November 2012 to January 2013. Sources in the April 2013 issue of Vanity Fair said that their relationship ended after Swift, 23, saw a picture of Styles "making out" with a friend, Us Weekly reports.

Styles was also recently linked to supermodel Cara Delevingne.

Styles admitted to British GQ that having a public relationship can be tough with the fame that comes with being in One Direction, Hollywood Life reports. "I don't want to be one of those people that complains about the rumors. I never like it when a celebrity goes on Twitter and says, 'This isn't true!' It is what it is; I tend not to do that," he explained.

"The only time it gets really annoying is that if you get into a relationship and you get into a place where you really like someone and then things are being written in the papers that affect them and how they see you. Then it can get annoying."