Denatured alcohol, a clean rag, and a lot of patience can remove latex paint without damaging wood. One way remove it is to use some soap.

Paint spills on the carpet are bad enough when the stain is still wet; but when the paint dries, you face an even more difficult cleaning problem. Any enamel paint would need to be fully cured before any cleaner is used. Gently rub a cloth soaked with denatured alcohol on the affected wooden furniture to remove unwanted paint.
Paint Inspection Isopropyl Alcohol 16 oz.

Denatured Alcohol Vs. Rubbing Alcohol Not all denatured alcohols are rubbing alcohols, whereas rubbing alcohol is one of the many types of denatured alcohol. If it is an oil-based paint, start by rubbing cooking oil over your hands, then rub hand dishwashing detergent over the oil, then scrub.

If you've ever purchased the smoked plastic vent visors, bug shields, etc.. that go on with adhesive trim tape, that package contained wipes saturated with basic rubbing alcohol for wax removal.

Remove compound and polish residue and inspect your correction results Isopropyl alcohol has long been used by professional detailers to accurately inspect their correction results after removing swirl marks, water spots and other paint defects. I would suggest for this project is to use a stronger rubbing alcohol. If you mess up, you can easily soak up the paint/alcohol layer with a paper towel and start over. Although rubbing alcohol is very effective for removing some types of stains, such as paint, ink or tree sap, it can also cause stains of its own. ... Denatured alcohol can be used to remove paint and fingernail polish from wood.

I used one that was 50%, but I feel that if you use an alcohol with a higher percentage, then the results would be much better. First, rubbing alcohol is not pure isopropyl alcohol; it contains other ingredients, including dye, which can leave a dye stain on fabric. There are several types of paint, including water- and oil-based, and each requires a different cleaning solution. If it is a solvent-based paint, first try washing and scrubbing with rubbing alcohol. Rubbing alcohol has no effect on water-based coatings, so you can not use it to tell if your coating is water or oil-based.
Even if you have OLD latex paint on a window or mirror, if you wet the paint with some rubbing alcohol and rub, the paint … I guess it depends on the finish. Aside from using rubbing alcohol to determine if a paint is oil or latex, I’ve been using today’s quick-tip to remove paint from glass and mirror…and it works like a charm. There are two reasons why rubbing alcohol may cause stains.