"Just got back from a great vacation, came online and saw apparently it's shocking and unheard of to be a woman and have cellulite," Azalea wrote in a tweet to her 4.3 million followers.
"I just want to have peace and relaxation time without a perve with long-distance lens hiding out taking pictures, everyone deserves peace."
Azalea said the hatred and pettiness she sees online "is making me become an angry person and I cannot be that" so she is taking some time away from social media.
"I need to be happy, and it is too negative and draining," she continued.