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you have used Months as discrete in column shelf.
Steps to follow
1. Convert it to continuous, now you will see month numbers instead of month names
2. Edit axis range to have 1-12 instead of default 0-13. It will remove those gaps.
3. Right click and format axis. Scale>Dates>Full Name
Thanks Amit. It works!!!