Veena George allegedly sustained injuries to her hand and neck during a protest at Kannur railway station.
The incident occurred as she arrived to board a train, with visuals showing her caught amid protesters and police personnel.
A. N. Shamseer said the minister was shifted to a government hospital following the scuffle.