Toggle value Changes on Scene Change

Good Day. I have created a toggle for my mute button, when i mute from the main menu then switch scenes, the sounds were all muted but the value of the toggle isn't on and the visual indicator is not kept either.

Here's my Code.

 using UnityEngine;
 using System.Collections;
 using UnityEngine.Audio;
 using UnityEngine.UI;
 using UnityEngine.SceneManagement;
 
 public class SettingsMenu : MonoBehaviour {
 
     public AudioMixer audioMixer;
 
     public AudioSource musicSource;
 
     [SerializeField]
     private Toggle xmute;
 
     public Slider MusicSlider, SFXSlider;
 
     public static bool Paused = false;
 
     public GameObject pauseUI;
 
     void Start()
     { 
         MusicSlider.value = PlayerPrefs.GetFloat("MusicVolume");
         SFXSlider.value = PlayerPrefs.GetFloat("SFXVolume");
         Paused = false;
         Time.timeScale = 1f;
     }
 
     void Update()
     {
         PlayerPrefs.SetFloat("MusicVolume", MusicSlider.value);
         PlayerPrefs.SetFloat("SFXVolume", SFXSlider.value);
     }
 
     public void Pause()
     {
         pauseUI.SetActive(true);
         Time.timeScale = 0f;
         Paused = true;
     }
 
     public void Resume()
     {
         pauseUI.SetActive(false);
         Time.timeScale = 1f;
         Paused = false;
     }
 
     public void Menu()
     {
         SceneManager.LoadScene("Main Menu", LoadSceneMode.Single);
         Time.timeScale = 1f;
         Paused = false;
     }
 
     public void Retry()
     {
         SceneManager.LoadScene(SceneManager.GetActiveScene().name);
         Time.timeScale = 1f;
     }
 
     public void SetMusicVolume(float volume)
     {
         audioMixer.SetFloat("MusicVolume", volume);
     }
 
     public void SetSFXVolume(float volume)
     {
         audioMixer.SetFloat("SFXVolume", volume);
     }
 
     public void Mute(bool mute)
     {
         mute = !mute;
 
         if(!mute)
         {
             audioMixer.SetFloat("MasterVolume", -80f);
             xmute.GetComponent<UnityEngine.UI.Toggle>().isOn = true;
             return;
         }
         
         else
         {
             audioMixer.SetFloat("MasterVolume", 0f);
             xmute.GetComponent<UnityEngine.UI.Toggle>().isOn = false;
             return;
         }
     }
 }
 

Thanks in Advance :)