I think they needed a ready water supply, and of course the ability to bring construction materials in by ship. Plus they wanted the plant to be away from people.
I have a feeling there’s a desalination plant nearby as well.
In short, I don’t think we need look further than simple logistics for reasons why this nuclear plant is where it is. A lot of nuke plants are by the sea.
Don’t they have plants near Tehran too?