Let A be a maximal subdiagonal algebra of semifinite von Neumann algebra M. For 0 < p ≤ ∞, we define the noncommutative Hardy-Lorentz spaces H p,ω (A), and give some properties of these spaces. We obtain that the Herglotz maps are bounded linear maps from Λ p ω (M) into Λ p ω (M), and with this result we characterize the dual spaces of H p,ω (A) for 1 < p < ∞. We also present the Hartman-Wintner spectral inclusion theorem of Toeplitz operators and Pisier's interpolation theorem for this case.