The participation of science communication of scientist communities plays a crucial role in the advancement of science for publics at large. The state issued a number of policies to encourage scientists to communicate science to citizens. But the opinions of scientists on science communication and their attitudes towards it is still unknown. The author interviewed some 20 local scientists in the past few months. This article is the result of the face-to-face interviews with the Chinese scientists on their opinions on the science communication. It is found the interviewees were not supportive to the possible policies as science communication as a part of the scientific activities, neither did they show interest in beneficial spurs to themselves. The managers of the science institution's attitudes towards science communication placed a pressure on scientists with the tasks of the scientific activities, but they denied the existance of the pressure.