There has been fierce fighting between local forces and Russian troops, Dmytro Orlov said in an online post, adding that there had been casualties without giving details.
Earlier, Ukrainian authorities reported Russian troops were stepping up efforts to seize the plant and had entered the town with tanks.
Russia’s invasion of its neighbor is entering its ninth day.