Then there is of course the mysterious figure of Elbereth. I always found it interesting, even when I first read LotR as a child, that the only 'deity' figure in the book was female.
And (particularly for the benefit of those that object to Arwen's presence at the Ford in the film
) book Frodo calls on two females at this supremely dangerous moment - Luthien and Elbereth.