Lots of people are talking about reading, but I think ear training, particularly interval identification, is the fundamental skill to understanding music theory. You ultimately want to map combinations of frequencies to emotions, and that can only be done with the ear.

The 'theory' part is important too, so follow any of the advice of these other folks.