The 'Mistletoe' singer was pulled over after allegedly making an illegal left turn in his silver Cadillac.
He was let off with a warning and promised officers that he would be more careful in future, according to TMZ.
Bieber's tricked-out car features his initials on a side panel and the Batman logo on its grille.
The 17-year-old was involved in a minor traffic accident while driving his black Ferrari around California in August.
He has been given cars by celebrity friends P Diddy and Usher since finding fame.
Watch the music video for Justin Bieber's cover of 'Santa Claus Is Coming To Town' below: