Rossi attended the Royal Academy of Fine Arts of San Fernando in Madrid. In 1799 he placed second in the Academy's yearly competition with his drawing of Publio Furio Filo. He is described as a patriot of the "Dos de Mayo Uprising". During the Peninsular War he moved to Seville fleeing from the French.