It is provided a pharmaceutical composition comprising 3-beta-hydroxy-5-alpha-pregnan-20-one, at least one sterol or an ester thereof and a mixture of acylglycerols with a solid fat content of less than 25% at 25° C. and 0% at 37° C. In addtion it is provided a method for preparing the pharmaceutical composition.