"During a meeting with DJB officials, it was learnt that some miscreants were breaking DJB pipelines with an aim to prevent consumers from accessing water," he told reporters.
He said the government would be deploying around 50 guards to man the pipelines to prevent such leakages.
Mishra had yesterday written a letter to CEO of DJB Keshav Chandra to ensure that the issue of inflated bills was sorted out, besides granting a 30-day penalty-free period for consumers to sort out the issue.
A period of 30 days can be given to such customers to get their bills rectified without any late payment surcharge levied on them during the investigation, the AAP minister reiterated.
The Municipal Corporation of Delhi (MCD) elections are slated for April 23.