Scott, who is also an actor and played a police officer on "One Life to Live", was taken into custody on Tuesday but was bailed out a few hours later, reported Aceshowbiz.
The 29-year-old was allegedly busted for trying to purchase drugs from an undercover cop. It's unclear what kind of drugs he was trying to buy from the police officer.
"Most ridiculous night of my life in LA so far. At least I made it a year before getting arrested," Scott posted on his Facebook page.
Scott has appeared in a number of projects including "Fringe" and "White Collar". His next on-screen appearance will be "Feed the Dog" which also stars Selena Gomez.