Banerjee (55) was a district secretariat member of the party and chairman of Raghunathpur Municipality in the 1990's.
He had gone missing two days back and his body was found in a pond at Poddarpara locality of Raghunathpur town, police said.
The deceased leader was mentally disturbed for sometime, district CPI(M) Secretary Nakul Mahato said without elaborating.