A call was received around 12.21 AM about a fire in the shanties and three fire tenders were rushed to the spot, said a Delhi Fire Services officer.
Police said 44 people were affected due to the fire.
No casualties or injuries were reported in the incident but several people were rendered homeless, police said.
The fire had spread in the area of 600 to 700 square yards, the officer said.