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The solution for me was to store the password in the argocd-secret instead of updating password with the argocd cli tool as referenced in the docs.
argocd-secret:

apiVersion: v1
kind: Secret
metadata:
  name: argocd-secret
  namespace: argocd
data:
  accounts.local-user.password: <bcrypt_hash>

Generate bcrypt hash for any password with the argocd cli tool:
argocd account bcrypt --password YOUR_PASSWORD

argocd-cm:

apiVersion: v1
kind: ConfigMap
metadata:
  name: argocd-cm
  namespace: argocd
  labels:
    app.kubernetes.io/name: argocd-cm
    app.kubernetes.io/part-of: argocd
data:
  accounts.local-user: login

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Answer selected by treenerd
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