When I checked for the book source, it returned 

The main mention of the Ram mantra Agni Beej is found in the Srirama Rahasyopanishad , where the name Rama is said to contain the seeds of fire, air, and moon. This is an extremely powerful mantra associated with the navel chakra (solar plexus chakra), chanted for mental peace and energy.
This mantra is used to increase energy, digestion power and strength.
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The next search regarding the text returned the following :

The Rama Rahasya Upanishad is generally considered a "late" Upanishad, with estimates for its composition ranging between the 9th and 11th centuries CE, or potentially as late as the 17th century. It belongs to the Atharva Veda and is part of the 108 Upanishads listed in the Muktikā canon.
It is not one of the ancient (pre-7th century BCE) Upanishads but rather a later sectarian text focusing on Ram Bhakti.
Sharing the pdf of the text. 

Amazon link for an English rhyme translation https://amzn.in/d/0gGpInn0