Could be as simple as low audience ratings and little popularity. I can't imagine it would be worth printing discs/boxes since very few would even buy it.
From Wikipedia:
Empire had mediocre ratings opposite CBS's The Red Skelton Show and the last season of ABC's detective series, Hawaiian Eye...