There is the theory of general causality developed by Judea Pearl, which as far as I've understood implies that you need to be able to purposefully affect the world you're observing in some way to do experiments before you are able to infer causal relationships even in theory. See eg. http://www.michaelnielsen.org/ddi/if-correlation-doesnt-impl...