Yes it's pretty clear that there's something about aging that directly compromises our response to the pathogen. Although it's tempting to see this straightforwardly as an extension of immunosenescence, I do not think that explains the similar causes of death across the elderly groups. In other words even though 60 year olds die less frequently they are dying from the same kind of process that's killing 80 year olds. This suggests that it's not immuno senescence per se that's the problem but perhaps some way in which immune responses are exaggerated, self-destructive, and result in sepsis, respiratory failure, and multiple organ system failure, which most believe is an extension of the system getting flooded by various pro-inflammatory cytokines. An interesting speculation discussed earlier is the partial evidence-base for the idea that this is because older immune systems have a partial recognition of the coronavirus while younger more naive immune systems may not recognize it and thus may do less damage to various tissues particularly in the lung. See my prior post
here