On investigation it seems that MS Project 2007 can't open .accdb file, it can open a .mdb file though. Converting my database back to .mdb is not an option.
I believe MS Project can open a .accdb via ODBC but I have no idea how to set up a data source for that.
So it seems my best option is to...