She tweeted the bad news to fans: "This is my first time having to do this. I'm so, so sorry."
Minutes later, her fans posted well-wishes on her Twitter page.
The concert has been re-scheduled for Oct. 11.
Swift is set to perform next on Friday in Charlotte, N.C.