Does Islam allowed the rape of female slaves?

I recently argued with a fellow peer on why Islam is a religion of peace. However, he brought up the fact that Muslims are allowed to rape female slaves, and how the Prophet (peace be upon him) allowed this. Everytime I bring up a new point, he sticks to this point and justifies it as the reason for why Islam is not peaceful. Can someone provide an argument against this?