cheat me is correct because throw dust in someone's eyes means to deceive or mislead someone.

This idiom or phrase is useful because it helps students understand the intended meaning beyond the individual words.

Examples: The fake salesman tried to throw dust in the buyer's eyes. Do not throw dust in my eyes with a false story.

The phrase is about deception, not direct physical harm, abuse, or fear.