Unexplained events, behaviour, etc. are ones for which people do not know or understand the reason.

an unexplained death/noise 原因不明的死亡／噪声

He was shot dead earlier this year in unexplained circumstances. 他在今年早些时候莫名其妙地被人开枪打死了。