When I join the server, my inventory gets cleared or is not saved, I am sure it is this plugin because I saw a thread on a forum with the same problem and we had this plugin in common. There is no error log at the console.

PrisonRankup doesn't touch the player's inventory at all, in any shape or form. This is surely another plugin causing this issue with player inventories.