I never thought slapstick was all that funny either. But what they're doing is classic slapstick. Each step is a pratfall. Little by little it's become obvious that that's their intent.
Of course you're right, though, that, like all good comedy, there's an element of tragedy. People laugh when someone slips on a banana peel or a tablet.
Barry