Provided are a composition containing an unstable drug against oxidation like pemetrexed with improved stability and a preparation method thereof, by removing oxygen during the preparation without use of an antioxidant. The method is readily applicable for manufacturing by freezing and degassing in a sealed chamber, and can provide formulations with significantly increased stability for the unstable drug against oxidation.
