He would, but his muscles would deteriorate from not being used, his metabolism would slow down and eventually his body would need much less calories, so he'd have to keep reducing the calories intake. In the end he'd become thin but very weak instead of fit, like a survivor of a long and heavy illness, and might have earned some ailments as a bonus.