If you really want to learn Quantum Gravity it is never too late to introduce yourself to General Relativity as well as Quantum Field Theory. First one is crucial for understanding Quantum Gravity because it is based on both QM and GR.

So for more advanced studying I recommend this book http://www.cpt.univ-mrs.fr/~rovelli/book.pdf