I'm not running epsxe, but on the emulators that I am using closemul with, I launch it right on the command line before the emulator with a space after it.
command line:
closemul.exe epsxe.exe -nogui
Not sure what you mean by "Executable as Epsxe folder/Closemul.exe", but you don't need closemul listed anywhere else.