I installed the "Microsoft Access Database Engine 2010 Redistributable" as mentioned above and got side-tracked troubleshooting bitness issues when it seemed to be a version issue.
Installing "2007 Office System Driver: Data Connectivity Components" sorted it for me.
https://www.microsoft.com/en-us/download/details.aspx?id=23734