I have a field titled PageNumber in a table that is not showing up in my
columns, although it is checked in the design view and is not hidden. On the
form view I have access to this field and it has all the entries, which would
indicate that nothing has been accidentally deleted.

What's happened, and how can I fix this so the page number column shows up
in the table.