It appears that a large airplane crashed near the hospital at the time of the Blackout. In the years following, the hospital was likely abandoned.
After Monroe's helicopters were destroyed at Annapolis, the surviving rebels regrouped at Echo Base. Later Monroe, with Randall Flynn's help, tracked Rachel Matheson and the Pendants here and the base had to be abandoned. (Ghosts)