Introduction to Modular Forms (Grundlehren der mathematischen Wissenschaften) by Serge Lang

From the reviews: "This book gives a thorough introduction to several theories that are fundamental to research on modular forms. Most of the material, despite its importance, had previously been unavailable in textbook form.