Hi Manan,
Running this command in terminal will reset the most common causes of this issue and restart explorer (your taskbar will temporarily disappear and return)
(to open terminal press Windows Key + X and select terminal, copy the code, paste it in the terminal & press enter)
Stop-Process -Name explorer -Force -ErrorAction SilentlyContinue; `
Remove-Item "$env:APPDATA\Microsoft\Windows\Themes\TranscodedWallpaper*" -Force -ErrorAction SilentlyContinue; `
Remove-Item "$env:APPDATA\Microsoft\Windows\Themes\CachedFiles\*" -Force -Recurse -ErrorAction SilentlyContinue; `
Set-ItemProperty "HKCU:\Control Panel\Desktop" WallpaperStyle 10; `
Set-ItemProperty "HKCU:\Control Panel\Desktop" TileWallpaper 0; `
rundll32.exe user32.dll,UpdatePerUserSystemParameters; `
Start-Process explorer.exe
after this you should be able to see or set you wallpaper
Hope this helps,