Well, that's just it though; They appear to be a major causal factor. They might be. But is there any reason for us to believe so, other than the observed correlation of some stressor with the onset of an episode? And even then: do they cause or trigger the illness?
Or maybe that's what you mean - that a life event triggers the episode, not that the traumatic event is the genesis of the illness?
I'm not entirely sure what your differentiation is between "trigger" and "genesis" in this case. Can you explain?
My point, summed up, is one regarding definition.
Maybe it's just pedantry, but I find that your use of cause (what I also describe as genesis) sort of implies that it is a progenitor - that it is a starting point of sorts.
And what I'm suggesting is that there are other factors at play (biopsychosocial model) long before the culmination of the disease in a major depressive episode - provided we are still talking about the term "depression" as in "major depressive disorder."