The incident took place in southwest Delhi's Chhawla area and the police were informed about it yesterday.
Police said the thieves sprayed a chemical on the CCTV cameras so that they could not record their activities.
There were no clear footage of the incident, they added.
"It is suspected that the accused wanted to break open the ATM and after they could not do so, they uprooted it and took it away," the police said.
Police have recovered some unclear footage in which two people can be seen inside the ATM booth. Police suspect that there were more people outside the ATM kiosk.
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