Sam has cancer. Either pre-series or Stanford-era... can be brain tumor, leukemia, whatever...but it's bad and he's really ill and hid it from everyone until it was to the point he collapses.

note: if Stanford-era, Jess calls Dean to tell him Sam is in the hospital.