Thanks @R2000. I think my wording was confusing. I meant to say I wanted to select the default icon, but after restarting the app, the icon reverts back to the last selected custom icon (the one I used before selecting the default icon).
However a reinstallation fixed this. Might have been an edge case. Leaving this here in case it is helpful for the dev.