Ministry spokesman Viktor Beltsov said 55 people were inside the medical facility in the village of Dmitrovskii Pogost when the blaze broke out around 4 a.m. local time.
Firefighters arrived within minutes but their task was complicated by the fact that water had to be brought from a kilometer away.
It took them some three hours to put out the fire. The cause has not yet been determined.