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How can I remove white marks from brown upvc??

We have brown upvc windows and doors and I have recently noticed white marks appearing, particularly the doors. The marks seem to disappear with a wet cloth but return again when dry. Is there anything I can do as they look unsightly.
N. Tindle, August 2014