1. We have statistical evidence from large numbers of SIMILAR people with similar tumors. Economic events tend to be highly dissimilar in terms of context (Great Depression? 1988 Savings and Loans Crisis? 1997 Asian Financial Crisis? 2008 Global Financial Crisis?), and only to be similar in terms of before-and-after on some narrow set of parameters. This makes prediction and counter-factual history for economic stuff really hard.
2. We also understand some of the mechanisms of how tumors work and affect physiology. These are founded upon a large body of knowledge of causation and empirics in medicine, chemistry, and biology. Economics lack a comparably reliable and large body of knowledge because of 1.