Here's why:
* Brilliant is an adjective describing a quality.
* Brilliance is the noun form of that quality, referring to the state or quality of being brilliant.
Here are some examples:
* Brilliant idea: Brilliance is evident in your thinking.
* Brilliant performance: The actor's brilliance was on full display.