It's important to note that the Capitol Mountains are not explicitly named in the books. However, they are referred to as "the mountains" or "the Capitol's mountains" in the narration, and their existence is evident from descriptions of the landscape and geography of Panem.
In the film adaptations, the Capitol Mountains are shown more prominently and often referred to directly, solidifying their name as "Capitol Mountains" in the fandom.