Found that backup job has failed and can see below error message in DPM console.
In tape library as well there was an amber light showing. Tried to re run the backup, did a inventory, rebooted the tape library, nothing worked. But when i login to the tape library GUI console through IE could see that below error.
This labeled tape removed from library and re run the backup job. Starts working fine.