My MMR has decreased by itself.

The MMR is a merely relative calculation; thus, improvements of competency among other players can lead to a decrease in your number.

This system accords its numbers to the tiers/ranks of recently-played opponents, so when their tiers/ranks change, your MMR can also fluctuate.