He had a candle in his hand, and the agitation of his face told me at once that something was seriously wrong. 
He was holding a candle because the storm had knocked the electricity out. 
mnli hypothesis: He was holding a candle because the storm had knocked the electricity out.  premise: He had a candle in his hand, and the agitation of his face told me at once that something was seriously wrong. 