Two class-action lawsuits filed Tuesday target Delta Air Lines and United Airlines, alleging the carriers misled passengers by selling “window” seats that offered nothing more than a blank wall.

Two class-action lawsuits have been brought against Delta and United over seat configurations where some passengers who say they paid for a window seat say they were left with a blank wall instead of...