To my mind, "feeling romantic" and "feeling sexual passion" convey two similar but distinct feelings.
I think sexual passion (in English now) can be felt in the context of a loving, romantic relationship, as well as in other (nonromantic) contexts. But I cannot say that what I sometimes feel toward my beloved should not be called sexual passion, shared in a loving relationship. That seems to me to be an unnecessary parsing.