cachinnate (kak-uh-neyt | ˈkækəˌneɪt)
Latin 

verb (used without object)
to laugh loudly or immoderately

The entire audience cachinnated and the comedian’s wildly vulgar jokes. 

(Source: dictionary.reference.com)