Right the book says...
Wash tools and equipment in soapy water if using a water based paint, and with white spirit (paint thinner) or a proprietary brush cleaner for solvent based (oil) paint. Soak hardened paint in paint remover overnight, then wash out with hot soapy water.
HTH.