I remember reading about this conjecture in Causality (Pearl, 2000).
It states that every dependency between random variables can be explained by (or originates from) a purely causal model. Of course, this causal model might contain additional variables (the confounders).
Can anyone explain what this conjecture is called, who formalised it, and maybe even provide a reference?