Gender dysphoria is treated with gender affirming treatment.

It's definitely not about fixing you so you conform to society. It is about helping you express your authentic self.

What Is Gender-Affirming Care?

I'm not sure I understand your question: Is your psychiatrist asking you to engage in "conversion therapy"?

The Lies and Dangers of Efforts to Change Sexual Orientation or Gender Identity - Human Rights Campaign

If that's the case, that's unethical of him. Even if it can be legal in some countries, like mine.