"We take these matters very seriously, and have suspended Azeem from our team indefinitely as we continue to gather details about this incident," coach Chris Petersen said in a statement.
King County Jail records show Victor was booked at 4:16 a.m. and released six hours later. Victor had two tackles, including a sack, in the Huskies' 30-22 loss at Stanford on Friday night.
It's the second time Victor, a preseason ESPN.com All-American, has been suspended this season. He also missed the season opener against Rutgers for an undisclosed reason.
Victor made 67 tackles last year in 10 games before suffering a broken leg that sidelined him for the final four games. He was a first-team All-Pac-12 selection, but has not played at the same level this season.
Victor lost his starting job to Ben Burr-Kirven and has played at defensive end. Victor has 30 tackles and two sacks on the year.