The New England Patriots were frustrated by the LA Rams early on with the score 0-0 after the first quarter.
Stephen Gostkowski has put the Pats up 3-0 with a converted field goal but Brady is still frustrated.
The 41-year-old is looking to make history tonight in winning his sixth Super Bowl.
Super Bowl 2019 LIVE: New England Patriots vs LA Rams LATEST score and updates
But Brady has been slammed for his poor language directed towards his team-mates after a frustrating start to the clash.
One fan tweeted: “Brady just dropped an F bomb. If Rodgers did this he would be HEAVILY criticized for it.”
Another said: “Brady dropping F bombs and his body language is terrible right now. I hope you all roast him for it like you do Rodgers.”
And a third added: “Tom Brady is dropping a lot of F bombs.”
Ahead of the Super Bowl in Atlanta, Brady denied that he would retire following the match.
“I’ve got goals,” Brady said.
“I always said mid-forties, so I kind of feel that I am stuck to that. Whether I like it or not.
“I just love it, I still do. It doesn’t get old.
“I am out there practicing and just loving being out there and loving prepping for this.
“I feel like when you are in a locker room you are a kid, you know.
“You are a 14, 15 year old kid, you never grow up, you never have to grow up.
“We are just teenage kids in high school, you know, throwing the ball around.
“It’s pretty funny in that way.”