Demonstrators with metal rods targeted officers and the police opened fire in self-defence, the ministry said.
Clashes were also reported in Minsk and other cities, after main opposition figure Svetlana Tikhanovskaya fled.
A BBC crew was attacked by police, who have been accused of brutality.
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