The EC is elected at the AGM, I don’t think you can use an EGM in that way. You could put resolutions to remove the members but those would be special resolutions, and then if they succeeded you would need to replace the members.
Who nominated the members? To me that is the issue rather than whether they consented. Were there valid nominations either in writing or by owners at the AGM?