The 36-year-old was in the town of Shelburne Falls for shooting her upcoming film "Labor Day", reported Femalefirst.
The whole town was left upset when Winslet would not even look over to acknowledge them.
"Kate was so rude, she never once acknowledged any of us, I was devastated. She gave dirty looks to people in my town who waited hours to see her. Upon her arrival everyone was yelling 'Kate we love you!' and you could hear everyone gasping with excitement when her black Cadillac pulled up," said Shanna Swan, fan and local resident.
"She always plays such warm people on the big screen, I thought she would be kind, so when she was mean, I was crushed. I watched 'Titanic' 13 times when I was 12 years old, and Kate wouldn't even look up for a second to acknowledge we were all adoring her," Swan added.