When drank alone: no Brocho is required
When eaten with bread: The brocho should be recited on the Bread
If one has a sore throat, and he drinks olive oil mixed with other flavorings, the Brocho is Borei Pri Ha'eitz
Source: The Laws of B'rachos (page 300)