Muslims love olive oil because olive is mentioned in the Quran and the prophet peace be upon him, told us to use olive oil.
People living in the so-called blue zones, the places where people live the longest and healthiest lives are known to consume a lot of olive oil.
Islam teaches us everything.
Islamic Principles Website 