In a high speed blender, combine tomatoes, red bell pepper, cucumber, garlic clove and onion. Blend for about 2 minutes.
Slowly add sherry vinegar and olive oil into the mixture. Keep blending until smooth. Season with salt and pepper to taste.
Strain the mixture with a strainer, discard the solids and transfer into a large jar, put in the fridge until cold for about an hour.