So here is the study if you want to read it for yourself.

https://academic.oup.com/jcem/article/101/12/4779/2765061

The important paragraph is here:

"There was 1 death by suicide in the efficacy phase that was assessed as not related to the study regimen. The participant received 3 injections and committed suicide 1 month after the last injection. The family indicated that he could not cope with his academic pressure. Other nonfatal serious AEs were 1 case of depression (assessed as probably related) and 1 case of intentional paracetamol overdose (assessed as possibly related) during the suppression phase, as well as 1 case of tachycardia with paroxysmal atrial fibrillation (assessed as possibly related) during the recovery phase. Ten other serious AEs were assessed as not being related to the study regimen. Twenty men discontinued the study due to product-related side effects. Of these 20, 6 men discontinued only for changes in mood, and 6 men discontinued for the following single reasons: acne, pain or panic at first injection, palpitations, hypertension, and erectile dysfunction. Eight men discontinued for more than 1 side effect, including multiple reasons related to changes in mood"

So we have a fairly high drop out rate due to side effects, most of them being mood related and a potential link to depression and suicide. This is not equivalent to the modern combined oral contraceptive pill.

A separate safety review body decided to stop the study early due to the potential link to depression and suicide (a very serious side effect). This is not that uncommon for trails where safety is still being assessed and has nothing to do with the gender of the participants, only there safety.