If the furniture piece has a light covering of paint, use an orbital sander and 80 grit sandpaper to remove the paint. Sand back with 220 grit for a smooth finish.
Use an environmentally safe paint stripper like Multi Stip Advanced to remove the paint. Apply the stripper, allow it to sit, then scrape off the old paint!