Suppose that d ≥ 2 and α ∈ (1, 2). Let µ = (µ 1 , . . . , µ d ) be such that each µ i is a signed measure on R d belonging to the Kato class K d,α−1 . In this paper, we consider the stochastic differential equationwhere S t is a symmetric α-stable process on R d and for each j = 1, . . . , d, the jth component A j t of A t is a continuous additive functional of finite variation with respect to X whose Revuz measure is µ j . The unique solution for the above stochastic differential equation is called an α-stable process with drift µ. We prove the existence and uniqueness, in the weak sense, of such an α-stable process with drift µ and establish sharp two-sided heat kernel estimates for such a process.