Yes, it gets that name from the chromium compounds are used in the tanning process. Many countries have banned the use of hexavalent chromium in this process because of the adverse health effects.
Leather is genuine leather, but watch out as leather look is not the same as genuine leather, if it has come from an animal and has a suede to the underside it is genuine leather.