People are most afraid of nuclear energy by two reasons: accidents and wars.
The first has nothing to do with capitalism, we can only trust on workers and expect things to go ok. The second is more a fear mongering by the global north/rich people who want to make everyone worried when a global south country starts to invest in nuclear science and related things. In other words: capitalism influence.