Do you mean the grout?
That's called "grout." Here is how to clean:
Once clean, consider sealing the grout for easier day to day cleaning.
The most popular grout cleaning video I could find! Elsie, get to work!!
Polyblend #381 Bright White 8 oz. Grout Renew Colorant at the Home Depot. About $15.