Ok, progress! That is because I didn't include a condition if False. A small modification:
IIf([place_detail]="Home",Replace([place_detail],[place_detail],"Not Applicable"),[place_detail])
Also are you sure this doesn't work? Try again in query design:
IIf([place_detail]="Home","Not...