I highly suspect that is the problem.

That seems to indicate he just didn't get around to filing it, which is NOT a "Reasonable Cause".  If it was something like "President thought the election was already timely filed and upon realizing it was not filed, is now immediately filing it" WOULD be Reasonable Cause.