I replaced my thermastat (aprilaire) with a LUX TX1500E. The furnace will not turn on unless I physically flip the switch.. It worked fine last night, however, this morning the furnace will not turn on.

It is most likely a mismatch with your wires to the stat. What type of furnace do you have and what are the colors of all the wires coming out of the wall?