Either because they don’t have family to spend it with, or because they do.
On the other hand, this is probably less likely to be the case with Purim than with other Holidays, since on Purim you get to go around town delivering mishloach manos and you spend the day with all of Am Yisrael as opposed to being home with your family.
The sick and elderly probably do get depressed on Purim though.