This "astronomy makes no predictions" meme is goofy. Halley got a comet named after him by predicting the year of its return. That was a completely falsifiable hypothesis. If you like something a bit more current, there are plenty of falsifiable hypotheses concerning e.g. neutrino mass that various underground/under-ice detectors will test in the next few years.

Such hypotheses are not inherently impossible for climate science.