A few reasons for this one:

Under English common law a female usually takes the title of her husband but as Philip was only a Duke the title Queen outranks it.

As the British sovereign is a female her husband is called Prince Consort to highlight the fact that the Queen is the person with the power.

Because Prince Philip wasn't a British citizen before he married the Queen.