Drain hazel nuts in a colander and place on paper towel to drain completely. Put hazel nuts, minced garlic, salt and olive oil into a blender. Grind until almost smooth. Add arugula to the blender. Grind for 10-15 seconds and stop to scrape down. Repeat this until smooth.
Transfer to a bowl and add freshly ground black pepper to taste. Mix well.