Marisa Bloch Gaytan, an olive oil sommelier at Pasolivo, recommends mixing in a bit of sea salt for a more balanced flavor. Finally, you can bathe olive oil in boiling water to get rid of its bitterness, although it can lose some of its health benefits when heated.