https://httpwg.org/specs/rfc9110.html#field.referer A user agent SHOULD NOT send a Referer header field if the referring resource was accessed with a secure protocol and the request target has an origin differing from that of the referring resource, unless the referring resource explicitly allows Referer to be sent. A user agent MUST NOT send a Referer header field in an unsecured HTTP request if the referring resource was accessed with a secure protocol.
In other words, it's not guaranteed that this Referer header is set. One can of course choose to remove the query parameter.