The paper investigates the exact controllability of semi-linear measure differential equations (MDE) with infinite delay in abstract space. By applying the contraction mapping principle, the criteria for exact controllability of the system are proved with the condition of the compactness on the related semigroup omitted. And finally, an example shows the efficiency of the criteria.