The oxymoron expresses his inner turmoil about his love with Rosaline. The contradiction shows that hate and love can coexist. This highlights the ambivalent emotions felt by Romeo.
'My only love sprung from my only hate!' - Juliet (A1S5)
The antithesis here emphasises the fact that the man she has fallen in love with is her only enemy, the Montague family.