A louver turning mechanism and a hollow glass door or window with a built-in magnetically controllable louver, comprising a turn traction member, a turn transmission member and a slat turning member which are connected in turn, wherein the turn transmission member comprises a slat turning wheel and a joint interlocking mechanism which are used in cooperation, the joint interlocking mechanism is, at one end thereof, eccentrically fixedly connected to the slat turning wheel to drive it to rotate, and, at the other end thereof, connected to the turn traction member through a connecting push rod; the slat turning wheel is coaxially fixedly connected to a horizontal rotation shaft of the slat turning member is provided.