Thank you. I don't see anything else in there though, so that's why I thought it might be the capacitors.
This fan/light combo is older and did not have a remote. Years ago, I bought an add on remote system that has a receiver that goes between the power source and the lights / fan so that you could turn the lights and fan on and off using a remote. I assumed the receiver got fried by the LED bulbs and got a replacement remote and receiver.
Now, the light works again and I can turn it on and off with the new remote and receiver. However, the fan buttons beep, but do not start the fan, so that was what made me think that perhaps the capacitors were gone. I assumed that they were used only for the fan. Looking at the wires, it doesn't seem like any wire coming from a capacitor goes to the light bulb holder.