VSCode WSL2 Exec format error

As the title say, I got this error today when trying to open VSCode from WSL2 terminal

How do I fix it?

First I remove vscode server installation folder on my home directory

rm -rf ~/.vscode-server

Logout from the wsl and then I turn off the WSL from windows terminal

logout

wsl --shutdown

After that I start the WSL again and re run the code command

code .
Installing VS Code Server for x64 (019f4d1419fbc8219a181fab7892ebccf7ee29a2)
Downloading: 100%
Unpacking: 100%
Unpacked 1538 files and folders to /home/asubuntung/.vscode-server/bin/019f4d1419fbc8219a181fab7892ebccf7ee29a2.