It all has to do with the connection between momentum flux and kinetic energy density. These two quantities have the same units, and are deeply related, but the first one is what we call pressure, and the second one is what is actually tracked as a star goes through energy-conserving processes. So this means, we should track what is happening to the kinetic energy density, and then ask what this means for the pressure. If the pressure comes from nonrelativistic particles, then the pressure is 2/3 the kinetic energy density. If the pressure comes from relativistic particles, then the pressure is 1/3 the kinetic energy density (that comes from applying special relativity to the momentum flux density, just make a ratio of that to the kinetic energy density and note that momentum flux density acts like a scalar if the particle distribution function is isotropic, because even though momentum is a vector, its flux involves a dot product between the momentum and the velocity that is carrying that momentum across some imaginary surface). This falling of that ratio from 2/3 to 1/3 is the reason we have core collapse supernova. That's the part that requires some further explanation.
When a gravitationally self-bound gas contracts, considerable gravitational energy is released, which raises the kinetic energy of the gas. Also, the volume drops, which raises the kinetic energy density, and therefore the pressure (that's where the 2/3 or 1/3 comes in). But the gravitational force also increases, so it is not immediately obvious which effect "wins." If the ratio of pressure to kinetic energy density is 2/3, then the rise in kinetic energy density wins-- the adiabatic compression of a nonrelativistic self-gravitating gas bounces back because the positive kinetic pressure goes up more than the negative "gravitational pressure", if you will. But if the ratio is only 1/3, both go up the same-- the gas is very easy to compress, you could do it with a breath. This is the basic cause of the instability, if you add onto this any process which removes heat (like photodisintegration of nuclei, or like neutrino escape as in the URCA process), you get a runaway contraction which is a free fall-- that's the "collapse" of a core-collapse supernova. So it's completely false to say that the absence of fusion causes pressure to be lost and the core to collapse, indeed in a universe that did not have relavitivity and no speed limit at c, nothing would ever gravitationally collapse and there would be no core-collapse supernovae, even if there was also no such thing as fusion.