Serious. BO1 and Ghosts both have a much more 'serious' and toned down feel to them than, say, BO2. MW2 had dem crazy killstreaks which kept that from being overly serious.
However, I will concede there are subtle little bits of playfulness here and there in Ghosts, and Fog is a horror movie reference wonderland.