Solution:
Step 1: In the Total Column, set the Define Contents property to Yes. The measure value disappears in this column.
Step 2: Now re-drag the total measure into the column from Insertable Objects after unlocking the column.
Step 3: Navigate to Crosstab intersection for the column and set the Source Type to Cell Value.
The Drill Through Link is no longer applied on the Total Column.