The MTV reality star, 23, was caught arguing with police officials outside the Draught Horse Pub in the city.
He even urged patrons to record the confrontation, yelling, "I'm about to get beat up by a cop".
He was then marched away in footage obtained by TMZ.com.
After the incident, Swift took to Facebook.com and wrote, "Always voice your opinion even if its the Police! #F**K Select Members of Temple Police... I'm not scacred (sic) of yall.
"I will always say what I gotta say to you dirty filthy liars AND I hope this gets back to yall! #MiddleFingersUp!.. Sorry for the rant all but it was necessary."