The couple, who are rumoured to have been dating since early 2017, were seen embracing as they celebrated film The Favourite winning a string of Baftas.
Snapped by The Sun's Executive Editor Dan Wootton, Taylor and Joe, 27, could be seen embracing after the show had ended.
The actor was papped on the red carpet, but Taylor — who is in London filming the new Cats movie — did not appear with him.
However it seems the award-winning singer couldn’t stay away from her boyfriend and snuck in to support him.
In the photos Taylor, 29, is wearing long, pale dress and can be seen caressing Joe’s face.
Dan Wootton captioned the photos: “SUPER CUTE! Taylor Swift just snuck into the #eebaftas dinner and was very affectionate with her boyfriend Joe Alwyn on The Favourite table next door.
“The most affectionate they’ve been yet.”
Taylor and Joe have kept their relationship extremely private and the couple have gone to great lengths to avoid being photographed together.
This latest PDA comes just days after the singer and actor were photographed leaving a pub together in North London.
After spending several hours in The Spaniards Inn, a pub in the Hampstead area of London, the couple stayed close to each other and linked arms as they walked back to the car.
Joe and his fellow cast members will no doubt be partying into the early hours after film The Favourite scooped seven awards out of the 12 nominations on Sunday night.
The 27-year-old’s co-stars Olivia Colman and Rachel Weisz won best actress and best supporting actress, respectively.
Collecting her award Olivia paid tribute to her co-stars, describing them as the "coolest and classiest" women to work with.
She said in her speech: "As far as I'm concerned all three of us are the same and should be the leads and it's weird we can't do that.
"This is for all three of us. It's got my name on it but we can scratch on some other ones."
Earlier in the evening supporting actress winner Weisz told Sky News that Colman was a "goddess" and deserved all of her success.
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