Static electricity happens when the fan blades travel through the air quickly and brush the air molecules to move them out of the way. These molecules will build up an electrical charge on the leading edge of your fan blade, which is why dust particles will collect and stick more to one side than the other.
Because I was lazy to formulate the principle, I just copy pasted above from google search result
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