In the third French invasion of Portugal, Mermet commanded the 2nd Division in Marshal Michel Ney's VI Corps. He fought at the sieges of Ciudad Rodrigo and Almeida, the Battle of the Côa and the Battle of Bussaco in 1810. During the retreat from Portugal, Mermet participated in actions at Redinha and Foz do Arouce as part of Ney's rear guard.