The pair sparked the rumours after eyewitnesses reported that they were getting close at X Factor rehearsals.
A source told E! Online that the One Direction singer was spotted hanging out with Taylor as she prepared to perform on the show.
It seems Harry was sat with the “Love Story” singer’s mum as he watched her rehearsals.
Apparently the British heartthrob has been sweeping Taylor off her feet, literally, as the insider said at the end of rehearsals, Harry threw her over his shoulder and carried her off stage.
Since Taylor recently split with Conor Kennedy, maybe Harry will help heal her heart.