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The paper quoted police spokesman Tunde Mohammed as saying that while one suspect escaped, the other transformed into a goat as he was about to be apprehended.
The newspaper reported that police paraded the goat before journalists, and published a picture of the animal.
Police in the state couldn't immediately be reached for comment.
Belief in black magic is widespread in Nigeria, particularly in far-flung rural areas.