I’d say try the Chanters of Tremaris trilogy by Kate Constable. They’ve got the fantasy (more than Twilight) and the romance (though not as majorly as Twilight and definitely not as sappy) and action and philosophy and they are real page turners.
Also try His Dark Materials Trilogy by Philip Pullman. Absolutely fantastic. Everything you could ever want in a book, so yes fantasy and romance, but also science and religion and philosophy and action and mystery and… yep. well. Also real page turners, you won’t want to put them down. Seriously.