Provided are a titanium-containing solid catalyst useful for producing an epoxy compound from an olefin compound and a peroxide, and a process for producing an epoxy compound using said catalyst. The titanium-containing solid catalyst is obtainable by calcination of a titanium alkynyl alkoxide supported on a silica gel.