You vastly underestimate what you can do on prem. Equivalent elastic compute for a $800 desktop that uses $100/mo in electricity is >$2000/mo. As sibling points out, it could easily be much much more depending on what you're doing.

Bandwidth is usually the killer with AWS. Bandwidth on prem is free. Some cloud vendors are much better, in fairness.