Psalm 81:6 I removed the burden from their shoulders; their hands were set free from the basket.
When Christ told people to bring their burdens to Him, it was initially difficult for people to understand what He meant.
We equate burdens to things we carry round be it on our shoulders or in our hands.
What Christ was talking about was the weights we carry round with our souls: spiritual, emotional and mental struggles.