1. Open the scanned image file in Photoshop.
2. Use a brush, choose a background color, and cover up the big noise.
3. Image-Adjust-Color Scale, adjust the color scale button to achieve the effect of black and white.
For a blurred image, you can use Filter-Sharpen-USM Sharpen, which may make the blurred image appear clearer.