They signed off a document stating that the flow of plastic into the ocean must be stopped.
Scientists welcomed the statement, but were unhappy the agreement was only based in principle, with no firm targets or timetables.
Ministers say it's a milestone because it shows governments, industry and the public that a major change is needed.
Vidar Helgesen, Norway's Environment Minister, has been leading the UN debate on plastic pollution.