What is the colour of a crab's blood?

Yes they do, but you wouldn't really notice because their blood is blue (or can appear clear) in colour due to a lack of hemoglobin. Also, they don't have blood vessels, their blood just moves around in gaps between the organs and muscle tissue, so if their skin is broken they can bleed to death.