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IN PHOTO: Singer Calvin Harris arrives at the 56th annual Grammy Awards in Los Angeles, California January 26, 2014. Reuters/Danny Moloshok

Taylor Swift's new beau Calvin Harris was spotted leaving her Beverly Hills house in his Range Rover on Tuesday. He had apparently spent the night there. It seems the 25-year-old pop singer and songwriter is kicking things up a notch with 31-year-old DJ.

According to Aces Showbiz, Harris left on his own, taking his time and obviously not worried about garnering media attention. It was not the first time the couple had a sleepover, as just last Friday Harris was also seen leaving Swift's flat after their date at HAIM's concert the night prior.

The pair has been linked romantically since they were spotted out together during the 2015 BRIT Awards on February. The couple may be the hottest pair of the music industry and they appear to be getting more serious about each other at this point in time. Even Taylor Swift's best buddy, Ed Sheeran, approves of the relationship.

They had been going out on a lot of dates, attending each other's gigs, wearing matching outfits and just having a good time. "They are just having so much fun together and really enjoying each other," a source told Us Magazine. "They are both wildly successful and creative and music lovers. It works on so many levels..."

Despite their musical match, Harris is well aware of Taylor Swift's tendency to write songs about the men she has dated and had taken precautionary measures. The pop star had previously admitted that she got inspired by her real life experiences and that her most profilic relationships were immortalized in her song lyrics. Harris isn't having any of that and personally asked his girlfriend not to do so. It appears fans will not be expecting tracks about their love life.

Swift is going through a tough time right now, with her mother recently diagnosed with cancer. The pop star refused to release further details of her condition, but her mom is reportedly undergoing treatment. Swift has now a shoulder to lean on in the form of Calvin Harris. Fans from all around the world had also posted words of support, sympathy, and prayers for their idol's family.

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