Environmentalists did have the nuclear industry's help with a few high profile disasters. Plus the lingering connection to nuclear weapons. That makes it easier for people to take the threat seriously.

But that's still insufficient to explain it. If the fossil fuel industry had wanted nuclear power we'd have it. They could use lobbying to reduce the push for nuclear, and then blame it on the environmentalists. Who were happy to take a rare win.