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Quite simply, because monks wanted to live a quiet life in spiritual reflection, and get on with their work. They felt this was best done in isolation.
Many monasteries had been strategically built in certain locations beside lakes, in forest woods or even on small islands. This would allow the resident monks to live a quiet life in spiritual reflection without getting caught up in everyday public life.