In this paper, we analyze the existence and uniqueness of solutions for various classes of the abstract fractional difference equations in locally convex spaces. We consider several new classes of $\rho$-almost periodic type sequences with values in locally convex spaces as well as the existence and uniqueness of $\rho$-almost periodic type solutions to the abstract fractional difference equations in locally convex spaces.