The same basic principle applies here. The reason that coconut oil works in some situations as an all-natural cleaner boils down to science. Oil dissolves oil. Water-based cleaners and solvents ...
Oil paint can be messy. If cleanup is put off, it gets harder and harder (and can even ruin your paint brushes).