Are there side effects to using too much resistance for an LED?
It will produce less light. Whether or not it is noticeably less depends on the LED.

Beyond that, you may get improved longevity as it will be dissipating less power - the current will be limited by the higher resistance.

You also end up with more tolerance to power supply ripple - higher voltages applied will not cause the LED to be driven out of spec.