The West Bengal Police on Friday arrested two people in connection with the attack on ED officials at Sandeshkhali, the first arrests in the case after the attack on the officials who were on way to the residence of Shahjahan Sheikh, a Trinamool leader and an accused in the alleged Public Distribution System (PDS) scam.