The bit I remember goes:

Little Jimmy dirt, he loved to wear a skirt.
Loved to put on makeup and powder on his nose.
'When I'm a man I want to be a woman,
wearing frilly panties, corsets, bras and bows'

Written by the guy who used to run the student folk club in Cambridge in my youth.