This might seem a bit obvious, but it's important to remember that words themselves don't have genders in English. We use words like "feminine" and "masculine" to describe things, and they are themselves considered to be grammatically neutral.
However, "feminine" is related to the concept of femininity, which is a social construct associated with women.