This is takleef or obligation Allah has placed on us. We don’t always have a reason behind it. In this case, we might assume that the eldest son must bear some of the father’s responsibility and act as a pillar for him after his death. But that doesn’t mean the other children can’t pray for him or make up his lapsed prayers