Apparently, Disillusioned Adventurers Will Save the World Light Novel 1

Nick used to be a member of a veteran adventurer party, but after getting accused of embezzlement and kicked out by the leader he respected, he finds a few other jaded adventurers and kindred spirits, and together, they form their own party.