Piñero was born on December 19, 1946, in Gurabo, Puerto Rico, to Miguel Angel Gómez Ramos and Adelina Piñero.
He moved to Brooklyn, where he and three other friends committed robberies (according to Piñero, more than 100), until they were caught at a jewelry store.