Beware social confounders.

Eunuchs couldn't sire children to leave wealth and titles to and could not marry into wealthy and powerful families. This means that intact men who were in positions of power because they came from powerful families were more likely to give important offices to eunuchs since they did not have to fear that eunuchs would become a long-term threat to their own or their family status.