Word 2003 "Insufficient memory or disk space."

[Phil Drew]

Occasionally in Word 2003 when I wish to change the Page Setup I get and
error message saying: Microsoft Office Word: There is insufficent memory or
disk space. Word cannot display the requested font.

What can I do about it?