Harry Styles & Kendall Jenner hit the town on a hot date

Nov 21, 2013 at 2:21 p.m. ET

Harry Styles and Kendall Jenner were spotted going on a dinner date together, sparking rumors of a new romance between the two.

Harry Styles Kendall Jenner

Inciting speculation about a new-couple alert, Harry Styles and Kendall Jenner were photographed in the same car after having dinner together in West Hollywood Wednesday night.

The pair, wearing casual clothes, were out and about during a rainy evening driving in Styles' Range Rover after having eaten at Craig's restaurant. Jenner sat in the passenger side texting as the One Direction singer concentrated on the road.

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The outing really resembled a date, even though Jenner recently tweeted that she's "single" after several rumors surfaced she was dating rapper Young Jinsu. Styles recently debunked other dating reports about himself when asked if he had a relationship with Brit DJ Nick Grimshaw. "Bisexual? Me? I don't think so. I'm pretty sure I am not," Styles quipped, adding he and Grimshaw are "just friends."

Styles also complained about celebrities who take to Twitter to deny romance rumors — which is exactly what his new presumed girlfriend just did with Jinsu — when asked by GQ magazine about having public relationships.

"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!'" Styles said. "It is what it is; I tend not to do that."

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The famous boy-band member also had a now-notorious relationship with Taylor Swift a while back, although the romance only lasted a couple of months. Insiders claim that it was Styles' tendency to stray that caused the split with Swift.

Jenner also made big headlines recently after she exposed her nipples in a sexy Instagram photo on Wednesday of this week. The provocative picture was part of a photo shoot by Victoria's Secret and Sports Illustrated's favorite photographer, Russell James. Apparently, Jenner is very hopeful about a modeling career as a Victoria's Secret Angel.

Photo credit: WENN.com