Brownian motion may be embedded in the Fock space of bosonic free fields in one dimension. Extending this correspondence to a family of creation and annihilation operators satisfying a q-deformed algebra, the notion of q-deformation is carried from the algebra to the domain of stochastic processes. The properties of q-deformed Brownian motion, in particular its non-Gaussian nature and cumulant structure, are established.