• Label-free proteomics identified the effects of nitrogen on rice proteins during storage. • Nitrogen upregulated starch metabolism proteins and enhanced glutelin degradation. • High nitrogen improved damage repair, and the antioxidant and stress responses. • High nitrogen stabilizes proteins and processes to delay pasting viscosity changes. • The identified proteins can help to improve rice eating quality after storage.