Quantum Gaussian states on Bosonic Fock spaces are quantum versions of Gaussian distributions. In this paper we explore infinite mode quantum Gaussian states. We extend many of the results of Parthasarathy in [Par10] and [Par13] to the infinite mode case, which includes various characterizations, convexity and symmetry properties.