Hello and welcome to the forum,
If you didn't start the project, the easiest way is to change the Default Caption style(s) in the Object Style Manager.
If you have already created the project, change the style of one caption and use the Save (floppy disk) icon to apply changes to the Default Caption style. All captions that used that style will change. That is a style, I don't know why you tells it is not????