Burdwan superintendent of police S M H Mirza said the two were arrested last night following a tip off.
The two were part of a five-member gang who were being taken to the court on February 10. They sprayed chilli powder in the eyes of the accompanying additional sub-inspector of police and three constables, beat them up and made good their escape.
The policemen are undergoing treatment at a hospital in Chinsurah.
The gang was allegedly involved in dacoity and rape of a girl at Polba in Hoogly district in 2012.