Hello @Shwetha Kumari Anantha ,
Thanks for your question. Currently, Form Recognizer doesn't support Arabic Language.
For the list of supported languages you could refer the below article.
Unfortunately, there is no timeline for the Arabic support at this point of time. Having said that, I would recommend you to voice out your requirement here - Azure Feedback - Cognitive Services. This is where the Product Groups look for features to add.