It is related from 'Umar Radiyallahu 'Anhu that Rasulullah Sallallahu Aayhi Wasallam said:
"Use olive oil in cooking and rubbing (on the body) because it is from a mubaarak tree".
English reference: Book 25, Hadith 150
Arabic reference: Book 26, Hadith 158