['Clarifying or baby shampoo. Add a dollop of baby or clarifying shampoo to a bowl of lukewarm water, then swirl each dirty brush around until you have worked up a lather, using your fingers if necessary. ... ', 'Unscented soap. Basic, unscented soap is really effective at cleaning makeup tools. ... ', 'Dishwashing liquid. ... ', 'Olive oil.']