Can olive oil go bad?

I live in an old house and the kitchen gets very cold at night. We noticed that the olive oil has a sort of a milky appearance to it, though it does not smell bad. Could it be that it is just too cold were we are storing it? Could we still use it? Also, the oil is not old. About three weeks old.
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