The process whose specific outcome is the progression of the larval fat body over time, from its formation to the mature structure. The larval fat body consists of a bilaterally symmetrical monolayer of cells lying between the gut and the muscles of the body wall. As in other tissues of the larva, the cells of the fat body complete their divisions in the embryo and increase in size and ploidy during larval life.