In order to start multiple quests at the same time, you must unlock additional questing slots docked on the lower part of your screen.
You can unlock additional slots using gold or gems. Unlocking slots with gems will bypass all level requirements for that slot, all additional slots will maintain their specific level requirements. There are a maximum of 9 slots in total.