Late nineteenth century local newspaper obituaries in the US very frequently provided information on the deceased parents. If you have not already done so, then checking all the local newspapers of the county where he died might provide useful information. As this information was provided by surviving relatives (typically the widow or the children), there is a possibility of errors that must be taken into account.

Good luck with your research!