Unknown.
While a variety of infectious and chemical triggers have been proposed, the underlying cause is unknown.
Sorry for the not-so-satisfying "answer".
Source
Dedeoglu, F., Kim, S., Sundel, R. "Clinical manifestations and diagnosis of Henoch-Schonlein purpura" Up to Date. Jan 2009.