To cleanse a place, person, or organization of something dirty, unpleasant, or evil means to make them free from it.

If you cleanse your skin or a wound, you clean it.

If armed forces cleanse an area, they use violent methods to force certain groups of people to leave it and go to live elsewhere. You can also say that people are cleansed from an area.