That depends on the fabric of the blinds. For some, a simple vacuum with the brush attachment will do, while others may require a special cleaning solution. Check the manufacturer's recommendations before cleaning.

Well, you could try using a vacuum cleaner with the brush attachment, but make sure that the brush is soft so as not to damage the fabric. You could also try using a damp cloth or a special cleaning product designed for cleaning blinds.