As pointed out by Velo Dog, you'll use fewer calories if you lose weight and are therefore doing less work...
however, you will also be building more lean muscle which will allow you to burn more calories when at rest.
I think it's probably a wash overall, but you may burn less while actually riding.
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Tom
"It hurts so good..."