It looks like org-id-link-to-org-use-id is set to nil by default, it will "Never use an ID to make a link, instead link using a text search for the headline text." So TL;DR, set it to nil. If that doesn't work, I've included more info below.
It would be nice if there was an easy way to toggle which you prefer without setting the var, but you could make a separate function or keybinding for it.
If it is set to nil and org-link-context-for-files (formerly org-context-in-file-links) is non-nil (which is the default), quoting from Emacs' help:org-link-context-for-files
Non-nil means file links from org-store-link contain context.
A search string is added to the file name with "::" as separator and
used to find the context when the link is activated by the command
org-open-at-point. When this option is t, the entire active region is
be placed in the search string of the file link. If set to a positive
integer N, only the first N lines of context are stored.
Using a prefix argument to the command org-store-link (C-u C-c l)
negates this setting for the duration of the command. it instead
saves some text to search for. I have almost always used it on an
org-headline. It copies the asterisks and the text of the headline,
which is usually enough to be unique.
It also automatically uses the headline for the description when you call org-insert-link. If you have a region selected, it will store all of that text as well.
If you look up the variable through Emacs' help (help:org-id-link-to-org-use-id), C-h v, or if you use M-x customize, it gives you all the possible options:
The variable can have the following values:
t Create an ID if needed to make a link to the current entry.
create-if-interactive
If org-store-link is called directly (interactively, as a user
command), do create an ID to support the link. But when doing the
job for capture, only use the ID if it already exists. The
purpose of this setting is to avoid proliferation of unwanted
IDs, just because you happen to be in an Org file when you
call org-capture that automatically and preemptively creates a
link. If you do want to get an ID link in a capture template to
an entry not having an ID, create it first by explicitly creating
a link to it, using C-c l first.
create-if-interactive-and-no-custom-id
Like create-if-interactive, but do not create an ID if there is
a CUSTOM_ID property defined in the entry.
use-existing
Use existing ID, do not create one.
nil Never use an ID to make a link, instead link using a text search for
the headline text.