I would remove the steps again and try Vitamin C tablets and possibly a puck (let it sit for a while). Probably not algae, but staining. You could also try Magic Eraser as this is what I used on my white steps for the scum line (works wonders).
Have you checked for metals in your water? Do you have City Water or Well Water?