According to the present invention, there is provided a capsule comprising a capsule covering film and a capsule filler solution encapsulated therein, wherein curdlan is used as a capsule covering film matrix of this capsule covering film. This capsule is a capsule excellent in heat resistance, containing a non-protein-based capsule covering film matrix. The present invention also provides a process for producing this capsule.