House Democrats want to increase environmental spending, including a proposed $672 million boost for the EPA in fiscal 2020 that—if approved—would be the agency’s second-largest budget in its nearly 50-year history.

The draft fiscal 2020 bill unveiled by the House Appropriations panel on EPA and the Interior Department May 14, and...