I think the clue is in the ending: гордиться is reflexive.

In a grammatical sense, this means that the subject and the object are the same. Literally, горжусь would be something like "I pride myself"... and once you think like that, the instrumental case is the obvious choice.

горжусь этим = I pride myself by it