It is really hard to remove oil-based stains from silk because of the sensitive nature of silk fabric. In general, with a few household items, we can easily remove oil stains and restore our silk to new again. Steps to Remove Oil-Based Paint from Silk Scrape the oil paint with spoon as much as possible.