The 23-year-old singer was mobbed by 'Beliebers' as he ran to his car from a Chargrill Charlie's restaurant, reported Billboard.
In a video, the "Love Yourself" singer can be heard telling the crowd, "The more you guys scream and act like animals, the less we can have a conversation."
A similar incident had occurred last May, when Bieber took to Instagram to vent after being mobbed in public.
"It has gotten to the point that people won't even say hi to me or recognise me as a human, I feel like a zoo animal, and I want to be able to keep my sanity," he wrote.