Shouldn't this be exactly the contrary? If you have 10 independent coin flips, the chance of getting 10 heads is < 0.1%, while if they are perfectly correlated, then it simply becomes 50%.

Having 10 independent causes of death going up simultaneously is very unlikely to be caused by random chance. Rather it's an indication of an external phenomenon influencing all causes simultaneously.