After punching the pillar in the middle of the temple as Goron Link enough times in the right places, you will gain access to the boss room.
You battle Goht in a circular room and use your Goron rolling power to slam into him after you grow spikes by rolling enough. This uses up your Magic Meter, but you can replenish the magic by rolling over green potions scattered around the chamber.
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