Slice potato into 1/16-inch-thick rounds using a mandoline. Put potato slices in a large bowl of cold water; soak about 20 minutes. Drain and pat dry with paper towels. Wipe out bowl. Return potato slices to dried bowl. Add oil, salt, and pepper; toss gently to coat. Preheat air fryer to 350 degrees F (175…