AFAIK it's because they last a long time with very small amounts of reactants, are low maintenance, and are potentially very small. I mean, it kinda makes sense but RTGs are better for space applications because you really don't need massive amounts of power in space, plus the whole "power forever with no effort" aspect; they might as well be perpetual motion engines.