I was able to run my project by renaming the file "QtProject" in the .config folder, so QtCreator could generate a new "QtProject" file.

The error "Failed to start program. Path or permissions wrong?" no longer occurred.

Maybe there was something wrong with the "QtProject" file, but I have no idea what it was.