I wouldn't be reluctant about using regular stripper. It's the finishing that is critical. After fine sanding, you need to whisker the wood thoroughly with 0000 steel wool. I like Berchwood and Casy walnut stain, and there True Oil. The stain has a nice tint of red, and not all dark brown like many walnut stains are.