FreeType for GD was missing
I used the php function <?php phpinfo() ?> to view the details of the enabled php extensions.
GD was enabled but FreeType was not mentioned in the php info output (It should have an entry immediately below the GD entry).
I contacted my hosting admin and they enabled it.
The capcha images are now working as expected.