We show with a plain example how causal dependency among arguments could lead to an infeasible acceptability judgement in abstract argumentation resulting in acceptance of some argument when no arguments that could engender it are acceptable. While the dependency is somewhat like necessary support relation in the literature, differences are still clearly noticeable, as we are to show. We present abstract argumentation theory with a causal relation, which can be termed causal abstract argumentation or as bipolar argumentation with causal support interpretation. We formulate causal acceptability semantics for this theory as the counterparts of acceptability semantics in abstract argumentation, also detailing the relation between them.