Actually, it's "no, unless" and "yes, if" that are synonyms. "No, because" carries the implication that the listed justifications are irresolvable.
They may not be proper synonyms, but a listener that's forgiving of input errors can interpret them as synonyms, at least until proven otherwise through further conversation.