Do you mean a 'confirmed bachelor'? "in the Victorian era, the term "confirmed bachelor" denoted a man who was resolute to remain unmarried." - https://en.wikipedia.org/wiki/Bachelor

Another term used in that sense is "an incorrigible bachelor". It sounds stronger (and kind of more interesting to me) than "convinced" or "confirmed".

"confirmed bachelor" is also a euphemism for a gay man