This issue can be faced if Backup Proxy pool is used for backup proxies.
Backup jobs will run as per the TimeZone set for backup proxy pool.
Timezone of the Backup proxy pool is different.
Correct the TimeZone of the backup proxy pool.
Click on Edit and correct the TimeZone > Save.