This belief was based on an interpretation of the 2300 day prophecy which predicted that "the sanctuary would be cleansed" which Millerites took to mean that Christ would return on that day.
The underlying assumption in this case was based on a reading of the 2300 day prophecy, which stated that "the sanctuary would be cleansed," and Millerites interpreted it as indicating that Christ's return would occur on that specific date.