It's spoken by Edward Elric in the *episode 5 "The Promised Day"*, as he tries to convince his brother Alphonse that they must fight for their beliefs, even when facing impossible odds.
This quote is a key theme throughout the series, emphasizing the importance of inner strength and fighting for what you believe in, even when facing seemingly insurmountable challenges.