I have a requirement to hide or remove the "Recovery Screen" completely during boot. I did not find any information related to this. I am unable to move forward. Please guide me or provide me a hint to achieve. I used Raspbian NOOBS.
The recovery option you mention is part of the noobs boot process. Therefore the simplest solution is probably to create a new SD card with Raspbian without using noobs. The Raspbian disk image can be downloaded from here, and installation instructions are available here.
If you want to hide all boot messages and not just the recovery option this question provides the details.