After their recently surfaced dating rumors, One Direction's Harry Styles and Kendall Jenner were allegedly seen together in public once again: this time, the young celebrity couple went on a romantic lunch date, which was their second date yet.

The pair's very private rendezvous took place just a few hours after the "Midnight Memories" singer briefly met up with the "Keeping Up with the Kardashians" reality star's father Bruce Jenner in Malibu in the morning.

Soon after, Harry Styles and Kendall Jenner were spotted, enjoying their lunch at a super-exclusive, members-only SoHo House in West Hollywood, which is also a favorite spot of Katy Perry and Robert Pattinson.

"They leaned in to talk to each other," one of the eyewitnesses at the restaurant, said of the pair's second date. "[Harry Styles] was really animated with Kendall."

At the end of the lunch date and after sharing "two dishes," the British boy band member reportedly picked up the tab for his new love interest.

"They definitely plan to hang out more," the source added.

Styles and Jenner previously went on their first official dinner date at Craig's restaurant in West Hollywood on November 20. However, when one of the fans asked the "Story of My Life" singer at One Direction's "1D Day" event if he was romantically linked to Jenner, he cleverly replied by saying that they do not have anything going on between them. "We just went out to dinner so no... I guess. I don't know," said Harry Styles.