It means heavy, figuratively, in the sense of a burden. This is evident throughout the lyric:
"His welfare is of my concern
No burden is he to bear"
The metaphor is of carrying another person, used to mean support (e.g. emotionally, spiritually), look after, care for, etc. There is a rather religious sentiment to this song.