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The movie takes this as a premise without much explanation, leaving much room for hypotheses. As Chris pointed out in his excellent answer, it is mentioned that this blight is killing off all the food crops and presumably also other plant life. We may assume that the devastation of plants and more specifically forests is also causing those sand storms. On a deserted land winds can get stronger and more easily lift dust off the ground.
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