Exploited, downtrodden (3,4)
I believe the answer is:
put upon
(Other definitions for put upon that I've seen before include "Imposed on, taken advantage of" , "Place on top of - or exploit" , "Taken advantage of (colloq.)" , "Inconvenienced" , "Abused" .)