Does faheem mean Knowlegable in Arabic?

"Faheem" is the past tense of the verb "fahima," which means "to understand" or "to comprehend." It is a masculine singular form, meaning "he understood."

The Arabic word for "knowledgeable" is "'alim" (عالم).