As far as I can remember, the parents' middle names were never mentioned on the show.
Incidentally, Jerome is also Clark's middle name on L&C. In the comics his middle name is Joseph. In both instances, of course, his middle name is a tribute to Jerome (Jerry) Siegel and Joseph (Joe) Shuster. I imagine that is also why Perry's middle name is Jerome.