Is it normal to want to get caught?

Your masturbation is not weird, and trying to get caught is probably just a way of increasing the excitement, and getting a greater adrenalin rush. Perhaps instead of trying to get caught by your father, you could experiment in different ways, so your father can not get embarred any more. You dont need to see a therapist or stop, just proceed in a different manner pursuing different ideas.