Use a strong alcohol based base wash to rinse the mouth thoroughly. It will numb the taste buds. Spit out mouthwash into a container and drink the olive oil and lemon juice immediately.
Block the nostrils with cotton wool.
Make sure the olive oil is good quality. Some brands are quite acid tasting while other are fruity.
You can use cold pressed macadamia nut oil as an alternative.