you can try using GUI-O and ESP32 / ESP8266 (there are tutorials) in MQTT mode.
Migrate to custom MQTT broker (also tutorial for HiveMQ free plan) if you don't trust the default one.
Communication is encrypted. GUI-O requires no sign-in. Currently available for Android only.