Is it the enhanced remote or the regular remote? You mentioned "no headphones attached" so I assume it has a headphone jack, but you're not using it, which leads me to believe you have the enhanced remote.
Are you using new, alkaline batteries?
If so, you may want to contact TCL and see if you can get a replacement remote.
Yeah, I got some Rokus.