Venetian blinds can be cleaned, just like all others, but are not ideal for a washing machine! Ordinary dust is best removed with a venetian blind brush, which fits between the slats. But for a good spring clean, use a venetian blind bath.
Let the blind soak in soapy water for a few hours in your bath tub, dry with a sponge and hang to dry. they will be as good as new.