After a decent dusting down with a microfibre duster or cloth take the blind to the garden and hang it on the clothes line. Peg it up even, and then simply sponge it all over with a hot solution of very mild detergent and water. . Let it dry naturally and then dry sponge it again before re- hanging.

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Roller Blinds|Blinds