I think the cap is ruled out, I went to the condenser (the outside unit) and clicked in the contactor switch with a screw driver and the unit went on so
@ChaimMoskowitz seems to be correct here, additionally the fan should've gone on if the cap would've been the issue,
which makes me think the problem is in the furnace (inside unit), what I know, transformer is good, since the control board is lit up with a zero, and same with the fuse, zero indicates its not getting a signal to turn on from the thermostat, what's the next step to narrow down the issue