I've done this several times on both maple and walnut, when first starting out with this addiction; would buy/trade for some factory production piece, strip it, do a little personal modification, sand it smooth, hit 'er with AF; refinish, and bolt it back together.
So: yes. Hardware store paint stripper; wash it down well; touch-up sand; AF; refinish as desired.