Students are being taken to safe locations, where their parents will later be able to collect them, the Royal Canadian Mounted Police said in a statement.
Prince Edward Island is Canada’s smallest province, with a population of 146,000.
Universities in Nova Scotia have also been evacuated, reports say.
