[psyonity]

There is a chance the led is also used as a important diode in the circuit, plainly removing it can greatly reduce the lifespan of the device. (more common in cheaper products)

Adding a appropiate diode in it's place is advised.

[rossant]

What's the physical reason for this? (elec noob here)

[immibis]

that chance is very low