Point taken. I hadn't read the full study."...I wonder is it because those who are overweight tend to die of other illnesses first before they get dementia?..."
This was factored into the study.
"These patterns persisted throughout two decades of follow-up, after adjustment for potential confounders and allowance for the J-shape association of BMI with mortality."