Digital pins don't work as inputs until pinMode is called

[technoblogy]

As stated in the Maixduino documentation:

Only pins that are set to the input function by pinMode() can be read.

This is different from the standard Arduino behaviour. Why don't you incorporate a call to:

pinMode(pin, INPUT);

in the digitalRead() function? This would then make the behaviour consistent.