The 19-year-old singer's noisy partying habits and speeding in his fleet of super cars on the street have upset his neighbours in the recent weeks, reported Sun online.
Each household in the singer's Calabasas neighbourhood pays 650 pounds a month to the association.
Last week police visited Bieber after they received two calls about him driving around the housing area in his Ferrari at a high rate of speed.
He was furious after spotting the Ferrari going at 'Freeway speed' on the residential street as he was getting his three-year-old daughter into a car.
"That's why all the neighbours is mad. You can't do that," Johnson said.