He carried out the act on Thursday in the garden of the monastery, which is home to 25 monks and 20 lay people and which on its website describes itself as "a unique monastery for Western monks in the Tibetan Geluk tradition".
Police were seeking to establish if he was depressive or might have committed suicide in solidarity with Tibetans in China.