The incident occurred around 1 PM while she was engaged in house-to-house campaigning, the police said.
Rema, contesting from Vatakara assembly constituency, and two other party workers, who suffered minor injuries in the attack, were discharged after treatment at Vadakara government hospital, they said.
A case has been registered against unspecified number of CPI(M) and DYFI workers, police said.