Luo was born in Susong County, Anhui. From very early in life, he showed remarkable ability, and he became a "shengyuan" in the imperial examination system. In 1835, he obtained "jinshi" degree, the highest level in the Imperial examination system. Shortly after this the central provinces of the empire were invaded by the Taiping rebels, and he raised a regiment of militia.