Tempera paint is a mix of non-toxic pigments, preservatives, calcium carbonate, cellulose, and water. It is the cellulose that binds the mix together and enables it to adhere to the surface on which it is painted. Calcium carbonate, another name for chalk, is what gives the paint its opacity and a matte finish.