His genius is in seeing that A. Predictive power is scientific understanding and B. You can never be to thorough in understanding the chain of events between an event and its predicted outcome.
I highly recommend "In Search of Memory" as a wonderful autobiography, an inspirational demonstration of how science should be done, and a deep but accessible education in basic neuroscience. One of the best and most important books I've ever read.
The fMRI studies do not imply causation, but they are evaluated as a tool to predict successful therapies which is very valuable. No need for a cause and effect dualism yet.
Plus, you cannot genuinely critique a revelation based on an article aimed at the general audience. That is a cheap shot with the potential to mislead self.
https://news.ycombinator.com/item?id=6078734
from a month or so ago with lots of links to full text articles about human behavior genetics from leading researchers on the subject. Genetics is a more complicated topic than most people suppose.
http://www.mit.edu/newsoffice/2013/an-easier-way-to-control-...
The best data Kandel cites in support of his argument is the improved treatment outcomes that could be "predicted" due to genetics. However, it would not be too surprising if some behavioral or cognitive measure did just as well at predicting the improved outcome.