Usually they're considered sorta "past" the adult stage since they're eligible to retire. Most studies are interested in people living their prime years - aka their working years.
That's not to say "adult" doesn't ALSO encompass what a senior citizen is, it's just not the common usage.
That's not to say "adult" doesn't ALSO encompass what a senior citizen is, it's just not the common usage.