catch fire
catch fire {v. phr.}
1. To begin to burn.
When he dropped a match in the leaves, they caught fire.
2. To become excited.
The audience caught fire at the speaker's words and began to cheer.
His imagination caught fire as he read.
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Source: A Dictionary of American Idioms