I had the same case mentionned by @lordbao, but I couldn't delete using project structure (the popup of error blocked acces to my project).
My solution was to change directly in .iml file for my project :
A module file (the .iml file) is used for keeping module configuration
It's an xml file you can delete the duplicated entry for sourceFolder tag.