He's not listed in the Missouri On-line Birth & Death Database.
Do you have a copy of his obituary? The State Historical Society of Missouri, http:shs.umsystem.edu/newspaper/ has the largest collection of newspapers in the state and will look up an obituary.
Maybe the parents' names are on his marriage certificates? Successful Searching!