Hi @Raghavendra ,
I tested using DeleteItemAsync with id and PartitionKey.None and it successfully deleted item that had no partition key. Can you post sample code of how you are attempting to delete the item?
Instead of using code you could navigate to the Cosmos DB account in Azure portal, click on Data Explorer on left, on right drill down into your Database -- Container -- Items, type filter on top so you only see id you want (e.g. SELECT * FROM c WHERE c.id = "<id you want to delete>") click Apply Filter, select the item, click Delete, confirm.
Please click Accept Answer and upvote if the above was helpful.
Thanks.
-TP