1. Literally, to stop walking or marching in unison with others. Come on, Tommy, don't break step! This band formation has to look perfect at the football game on Saturday!
2. By extension, to break from conformity with a larger group or others who one previously agreed with. The eminent scientist broke step with the research team by suggesting an entirely different conclusion about the data.