In my opinion it's adverbial. The verb is "to blame." What do I blame? I blame myself. The question "what" would be answered by identifying the direct object.
How do I blame myself?? Why do I blame myself? (This test isn't perfect). I'd say it's closest to "how." (for failing the test)