A ferrite loaded RF cavity for Heavy Ion Research Facility in Lanzhou (HIRFL) Cooling Storage Ring (CSR) has been designed through calculation of two dimensional RF electromagnetic fields. The main parameters of RF system and the distribution of acceleration electric fields are obtained.