Ok I found the answer here:
http://wordpress.org/support/topic/no-featured-image-metabox-in-mu
Quote:
“On multisite, if you do not enable the IMAGE UPLOADS, under Network admin -> Settings, then …. well, that kind precludes having featured images. Tick that box. Save. Featured images show up on the screen options tab.”