Their position as members of an ancient Mediterranean society meant that any notions of race as we know it today did not yet exist. One main reason for this is that they primarily were not what we would now consider white. 

Modern anthropologists have published bodies of research which have been able to provide a full genetic history of Rome demonstrating that as of the 1st century CE, the city-state was actually populated by many peoples of Near Eastern and North African origin.