The 20-year-old singer had bought the 1.7-acre plot for 2.35 million dollars in 2012.
The 'Baby' hitmaker had earlier sold his Calabasas home to Khloe Kardashian for 7.2 million dollars, making a little over a million on the sale, reported TMZ.
Bieber is now planning to make a permanent move to the Atlanta.