Let E be a holomorphic vector bundle endowed with a singular Hermitian metric H. In this paper, we develop the harmonic theory on (E, H). Then we extend several canonical results of J. Kollár and K. Takegoshi to this situation. In the end, we generalise Nakano's vanishing theorem.