Hello some years afterwards,
For those who are still searching for an answer like me ... I decided to go for the radical line of code
(eval-after-load "reftex" (setq reftex-isearch-minor-mode t))
in my .emacs file.
reftex autoloads lots of things ... This way, we are sure that we overwrite the initial value (that is nil in reftex.el).