The project also has Estefan's wife Gloria Estefan, Wisin, Wyclef Jean, Thalia and Pepe Aguilar, reported Aceshowbiz.
The song that comes in response to the controversial remarks made by Donald Trump about Mexican immigrants will be released later this month.
Republican presidential candidate, Trump, described Mexican immigrants as criminals and rapists while announcing his GOP presidential nomination.
Estefan insisted that "We're All Mexican" would not be particularly directed at the Republican presidential candidate, whom he's known "for many, many years."
"(The song) is an answer to the sentiment that we've progressed (as Hispanics) and we need to let people know that," he added.