You are going to have to do a little electrical work to get that to happen. Both light systems run through the same ballast and although the LEDs can be switched on/off while the ballast is turned on, if the ballast is off... as is the case when you use a timer... neither of the lights will work.
There are a few kits out there to help you out, just do a little googling around.