Guru Josh -- Death By Suicide

Guru Josh's manager thought he was picking up his client to take him to the airport Sunday morning ... but instead discovered the rave pioneer had committed suicide. Sources close to Guru Josh tell TMZ ... he had been suffering from depression for…