Yeah, replace it. You should be able to just replace the lamp and not the whole fixture. I've had enough LEDs go bad on me that sometimes I kinda wish I'd kept the flourescents.
All the hoopla about LEDs lasting nearly forever is a load of BS.
I had problems with the florescent fixtures not coming on in cold weather. That's why I "upgraded". Naturally with my luck, it probably wasn't an upgrade.