The team from Haryana Power Utilities found 17 households allegedly receiving direct electricity supply without meters installed.
Besides the power theft, seven meters were found tampered with and these will be sent to a laboratory for testing, a spokesman of Dakshin Haryana Bijli Vitran Nigam said.
There were about 500 flats and houses in the Police Lines where police personnel reside with their families. The raid, which started at 6 AM, continued for about five hours.
The spokesman said there is a provision to impose fine and jail term which can go up to three years for those found guilty of stealing power.
"The amount of fine of policemen apprehended is being assessed on the basis of actual power load in their houses. They would be served notice to pay the fine after the assessment. In case on non-payment of fine, legal action would be initiated against the accused by registering an FIR," he added.
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