On 30 August 2018, Fernández was loaned to second level club Deportivo de La Coruña for one year. On 14 August of the following year, he moved to Granada CF of the top tier also in a temporary deal, scoring ten goals to help them finish seventh and qualify to the UEFA Europa League for the first time in their history.