My self found the solution. Actually, when I am retrieving the record, I used "entity-one" tag in which, use-cache is "true" by default. So I changed the value use-cache to false. So, I am able to delete the record. The below are the snippets I used while retrieving record:
<entity-one value-field="xxx" entity-name="Yyyyy">...</entity-one>
<remove-value value-field="xxx"/>
Now I specified use-cache attribute to false as below:
<entity-one value-field="xxx" entity-name="Yyyyy" **use-cache="false"**>...</entity-one>
<remove-value value-field="xxx"/>
It's working fine. Thank you.