I checked the database, the date values for these records was null. It appears there is an easy fix for the problem:
Open RPD > go to the problem date field > find physical layer column for that field > open physical layer column properties.
The date might have been set to be Not Nullable. Make sure to Check 'Nullable' property in the physical layer
From data perspective the physical layer properties doesn't make much difference, but BI uses this for formatting reasons. An another example might be if you have a varchar field of length 150, but in physical layer you set it to 100, then BI presentation layer will only display upto 100 characters and truncate the rest. This situation is particularly possible when database changes are made by DBA after importing physical table in the RPD, and changes are not communicated to OBIEE architects.
Thankfully this was an easy fix (very annoying though)
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