Harry Styles and Taylor Swift
Harry Styles sent Taylor Swift 1,989 roses for her new album releaseGetty

One Direction star Harry Styles is reportedly trying to rekindle his romance with Grammy Award-winning singer Taylor Swift.

The 24-year-old country singer turned pop star and Styles split last year in January, after dating for two months.

Taylor Swift and Harry Styles
Taylor Swift and Harry Styles are seen walking around Central Park on 2 December 2012 in New York CityGetty

According to New Weekly Magazine, the former couple are getting back together.

"Harry's been plaguing Taylor with texts and calls, begging for a rematch," a source told the publication.

Adding on, the 20-year-old sent Swift 1,989 roses to congratulate her on her latest album 1989.

Apparently, the Blank Space singer is "talking about how much he's matured."

Harry Styles and Taylor Swift
Harry Styles and Taylor Swift are reportedly getting back together.New Weekly Magazine

Meanwhile, it was previously revealed that Swift has been single since splitting up with Styles.

In an interview with Rolling Stone magazine, Swift admitted that she has not dated anybody for the past year and a half.

"Like, [I] have not gone on a date," she told the magazine. "People are going to feel sorry for me when you write that. But it's true.

"I feel like watching my dating life has become a bit of a national pastime.

"And I'm just not comfortable providing that kind of entertainment anymore. I don't like seeing slide shows of guys I've apparently dated. I don't like giving comedians the opportunity to make jokes about me at awards shows. I don't like it when headlines read 'Careful, Bro, She'll Write a Song About You,' because it trivialises my work," Swift said.

The Red singer has a history of dating high-profile celebrities including Joe Jonas, Taylor Lautner, John Mayer, Zac Efron and Conor Kennedy.