Cellulose foams are in high demand in an era of prioritizing environmental consciousness. Yet, transferring the exceptional mechanical properties of cellulose fibers into a cellulose network remains a significant challenge. To address this challenge, an innovative multiscale design is developed for producing cellulose foam with exceptional network integrity. Specifically, this design relies on a combination of physical cross–linking of the microfibrillated cellulose (MFC) networks by cellulose nanofibril (CNF) and aluminum ion (Al3+), as well as self‐densification of the cellulose induced by ice‐crystal templating, physical cross–linking, solvent exchange, and evaporation. The resultant cellulose foam demonstrates a low density of 40.7 mg cm–3, a high porosity of 97.3%, and a robust network with high compressive modulus of 1211.5 ± 60.6 kPa and energy absorption of 77.8 ± 1.9 kJ m−3. The introduction of CNF network and Al3+ cross–linking into foam also confers excellent wet stability and flame self‐extinguish ability. Furthermore, the foam can be easily biodegraded in natural environments , re‐entering the ecosystem's carbon cycle. This strategy yields a cellulose foam with a robust network and outstanding environmental durability, opening new possibilities for the advancement of high‐performance foam materials.