Tovar was born and died in Caracas. His father, Antonio María Tovar (1791–1860), was a former official of the Spanish government who had retired after receiving a serious bullet wound during the War of Independence. His mother, Damiana Tovar Liendo (c.1805–1844), was from Caracas.