Yes, but a good way to verify climate science is to make surprising predictions and then see how accurate they are.
Climate scientists have made many such predictions starting in the 1970s. Exxon even had scientists in the 80's predicting climate change with surprising accuracy, and then they buried that research because it would hurt their business.
Climatologists can make the same argument. There aren't many earth-like planets with which to conduct controlled experiments.