The American superstar was at the game in support of boyfriend Travis Kelce, who plays for the Kansas City Chiefs.
There wasn’t much to cheer about as the Chiefs went down to the Philadelphia Eagles 40-22.
But things were already off to a sour star for Swift when she copped some boos from the crowd.
When the cameras cut to Swift and her image was broadcast on the jumbotron, a wave of boos rumbled throughout the stadium.
Meanwhile, US President Donald Trump made history by becoming the first sitting president to attend the Super Bowl.
During the game, he took to his own social media platform, Truth Social, to make a dig at Swift.
He then reposted a comment from another user saying the difference in reception meant “the world is healing”.
Hours later, the US president was back online with another jab.
“The only one that had a tougher night than the Kansas City Chiefs was Taylor Swift,” Mr Trump wrote.
“She got BOOED out of the Stadium,” he added, which is incorrect.
He ended his post by declaring: “MAGA is very unforgiving!”
Trump did receive a wave of applause from the crowd when the camera panned to him as Jon Batiste sang the national anthem.
Serena Williams, who made a surprise appearance on stage during Kendrick Lamar’s Super Bowl half-time show, tweeted her support for Swift.
“I love you @taylorswift13 don’t listen to those booo!!”
nice