Yes, they were. After the Caracalla edict, granting citizenship to all free people of the Empire, Jews owned slaves according to Roman law like everyone else. Later emperors imposed restrictions on Jews owning Christian slaves, mostly to avoid their conversion to Judaism. The legislation is found in the Theodosian Code.