What the study (well, the abstract) actually says:
The relationship between butter and plant-based oil intakes and mortality remains unclear, with conflicting results from previous studies.
I'm all for more people switching over, I'm just pointing out this is typical science-filtered-through-journalism and not the hmm-interesting-we-should-look-further-into-this that I'm getting from the source.